{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Comparing trends across datasets\n",
    "\n",
    "This notebook uses the \"hard seed\" trend identified by Heuser and Le-Khac as a touchstone to explore differences between datasets.\n",
    "\n",
    "The actual counting of words is done by a script in the /get_EF folder: stanfordratiofeaturejsons.py. That produces some summary tsvs stored in the /data folder.\n",
    "\n",
    "Here we read those files and pair them with metadata in order to visualize trends."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "from scipy.stats import pearsonr\n",
    "from scipy.stats import ttest_ind\n",
    "import seaborn as sns\n",
    "import warnings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### First, let's establish the size of the first difference to be explored.\n",
    "\n",
    "We're going to contrast the manual_title_subset with and without a bunch of noisy volumes that aren't fiction for adults. What's the size of that difference?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "meta = pd.read_csv('../manuallists/manual_title_subset.tsv', sep = '\\t',\n",
    "                   index_col = 'docid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2730"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(meta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2348"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(meta.loc[(meta.category == 'longfiction') |\n",
    "            (meta.category == 'shortfiction')])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.13992673992673993"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(2730-2348) / 2730"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.008424908424908424"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(meta.loc[(meta.category == 'poetry') |\n",
    "            (meta.category == 'drama')]) / 2730"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.07728937728937729"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(meta.loc[(meta.category == 'notfiction')]) / 2730"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.054212454212454214"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(meta.loc[(meta.category == 'juvenile')]) / 2730"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So 14% of the dataset is nonfiction, poetry, drama, or juvenile fiction. Now let's see how much difference that makes to our results.\n",
    "\n",
    "### Define scatterplots\n",
    "\n",
    "Let's define a function that returns dates and percentages of Stanford \"hard seeds\" for all the volumes in a particular dataset. We want to be able to specify the kind of date used (e.g. first publication or latest possible date of composition). We also want to be able to specify the categories included."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def stanfordscatter(stanfile, metafile, datecategory, categories2include):\n",
    "    x = []\n",
    "    y = []\n",
    "    stanpath = '../data/' + stanfile\n",
    "    stan = pd.read_csv(stanpath, sep = '\\t', index_col = 'docid')\n",
    "    stan['ratio'] = (stan.stanfordwords / stan.allwords)\n",
    "    metapath = '../manuallists/' + metafile\n",
    "    meta = pd.read_csv(metapath, sep = '\\t', index_col = 'docid')\n",
    "    meta = meta[~meta.index.duplicated(keep='first')]\n",
    "    stan = stan[~stan.index.duplicated(keep='first')]\n",
    "    \n",
    "    with warnings.catch_warnings():\n",
    "        warnings.simplefilter(\"ignore\")\n",
    "        aligned = pd.concat([meta[datecategory], meta['category'], stan.ratio], axis = 1)\n",
    "        # I don't want a tiresome warning about sorting the concat\n",
    "        \n",
    "    aligned.dropna(subset = ['ratio'], inplace = True)\n",
    "    aligned = aligned.loc[aligned['category'].isin(categories2include), : ]\n",
    "    print(aligned.shape)\n",
    "    for idx, row in aligned.iterrows():\n",
    "        x.append(row[datecategory])\n",
    "        y.append(row.ratio)\n",
    "        \n",
    "    return np.array(x), np.array(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def subspace_trend(x, y):\n",
    "    subspace_mask = (x >= 1800) & (x < 1901)\n",
    "    subspace_x = x[subspace_mask]\n",
    "    subspace_y = y[subspace_mask]\n",
    "    z = np.polyfit(subspace_x, subspace_y, 1)\n",
    "    p = np.poly1d(z)\n",
    "    line_x = range(1800, 1901, 1)\n",
    "    return line_x, p(line_x)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2722, 3)\n"
     ]
    },
    {
     "data": {
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IfKGi1dqrUk3YmGARgmoVDoQxatNO1ECCnCCaCHyhMnz4IahRTdjUUKtwIIxR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\nHAAAwxhyAAAM+wA5nhHJD4e2WQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x108bb89b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"darkgrid\")\n",
    "all_x, all_y = stanfordscatter('newmanualtitlestanford.tsv', 'manual_title_subset.tsv',\n",
    "                       'latestcomp', {'drama', 'juvenile', 'longfiction',\n",
    "                                      'notfiction', 'poetry', 'shortfiction'})\n",
    "plt.figure(figsize = (8,8))\n",
    "plt.ylim(0, 0.09)\n",
    "plt.xlim(1800, 1900)\n",
    "sns.set(font_scale=1.2)  \n",
    "plt.scatter(all_x, all_y)\n",
    "trend_x, trend_y = subspace_trend(all_x, all_y)\n",
    "plt.plot(trend_x, trend_y,\"k\", linewidth = 2.5)\n",
    "plt.title('Frequency of hard seeds in full title subset')\n",
    "# plt.savefig('../manuallists/figures/stanford/hardtitlescatter.png', bbox_inches = 'tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2342, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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cuFHvflKcu/jGNlA1rnXHdm2/My5PPvkklixZgj///BP79+/HyJEjWc+pS1hYGI4fP46g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Jidy7xWIzv7j3CnUF2txPVYYWql6Ni+79t3BmfP2kPFjJiuVclKIqLozGAJMEMfCIIwDgZV8PY9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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109c6b4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clean_x, clean_y = stanfordscatter('newmanualtitlestanford.tsv', 'manual_title_subset.tsv',\n",
    "                       'firstpub', {'longfiction', 'shortfiction'})\n",
    "plt.figure(figsize = (8, 8))\n",
    "sns.set(font_scale=1.2)  \n",
    "plt.scatter(clean_x, clean_y)\n",
    "trend_x, trend_y = subspace_trend(clean_x, clean_y)\n",
    "plt.plot(trend_x, trend_y,\"k--\")\n",
    "plt.ylim(0, 0.09)\n",
    "plt.xlim(1800, 1900)\n",
    "plt.title('Frequency of hard seeds in title subset, only adult fiction')\n",
    "# plt.savefig('../manuallists/figures/stanford/onlynovelscatter.png', bbox_inches = 'tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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eXg4fHx/s27cP/v7+ePLkCX788UdKQ0iIFu00znWJ8PBwnZuZCagSTRAEIQ6+\n++47S1ehzlFXHSOgJmHFpEmTLF0NAMCxY8csXQXCSPSuHLFtSVL/cem6ZtasWQBqNhi+9957CA0N\nJeeIIAiCIAiCIAjRoXea3N3dXSMHfWFhIRo3bqw6N0XfNaWlpfj444/RuHFjAMD69es1TsZmQjs7\nGkEQBEGIDdIqgiCIuode5ygsLAxLly5FTk4OvL29sWPHDvTr10/vNcr0iQkJCSgrK8O8efNQXFyM\nxMRErFixQmeZEokERUUPTWhW3cXFxYlswwLZRjdkH3bINuy4uDhZugqihbSKHfpNsUO2YYdsww7Z\nhh2+dUqvc+Ts7IyFCxdi6tSpkMvl8PLywtKlS3H16lXMmzcPe/bsYb0GqIn//Pjjj1V7Hd577z06\nM4QgCIIgCIIgCNHB6ZwjS2Dt3rFcLkdBQT7c3T143eRPMwfskG10Q/Zhh2zDDq0c6Yb6DTP0m2KH\nbMMO2YYdsg07fOuU3oQMhOHI5XLExOxEUFAlYmJ2Qi6XW7pKBEEQBEEQBEHogZwjASgoyEdaWk/I\nZP5IT++JwsICS1eJIAiiFnK5HLm5OTSBQxAEQYgWc2sVOUcC4O7ugZCQs3BwuIjg4LNwc3O3dJUI\nK4VeXgmhoBVugiAIQuxYQqvIORIAqVSK7dtHISOjPrZvH1WnDxYlhINeXgkhYVrhJmecIAiCEBPa\nWpWXlye4TpFzJBBSqRSenl7kGBFGQ+GZhJBor3C3aOFCzjhBEAQhKjS16gymTz8luE7RmztBiJSa\nAWEn0tPxb3jmKEtXiahDKFe4CwsL4OY2SssZBwoLC+Dp6WXpahIEQRA2jLpWyWTBCAurFlynaOWI\nIEQKhWcSQqO+wk17JQmCIAgxotQqLy9vs+gUvW0RhIhRDggEITTaK0nkjBMEQRBiwlw6RepHEARB\nACBnnCAIghA35tApCqsjCIIgCIIgCIIAOUeEFUFphgmCIAiCIAghIeeIsArozB+CIAiCIAhCaMg5\nIqwCOvOHIAiCIAiCEBpyjgirgNIMEwRBEARBEEJD2eoIq4DSDBMEQRAEQRBCQytHhNWgfmAlQRDG\nQYlNCIIgCDFjaZ0i54ggCMJGoMQmBEEQhJgRg06Rc0QQBGEjUGITgiAIQsyIQafIOSIIgrARKLEJ\nQRAEIWbEoFO0eYMgCMJGoMQmBEEQhJgRg06RMhIEQdgQysQmBEEQBCFGLK1TFFZHEARBEARBEAQB\nco4IgiDOfEuPAAAgAElEQVQIgiAIgiAAkHNEEISNI5fLkZ2dTWmtCYIgCIIg54ggCNtFeZ5Chw6l\ndO4PQRAEQRDkHBEEYbs8PU/Bz2bO/bH0yeMEQRAEoQtL6xQ5RwRB2CxPz1O4ZLbzFCw56Ivh5HGC\nIAiCYEMMOkXOEUEQNovyPIWsLGds3y78eQqWHvTFcPI4QRAEQbAhBp0i54ggCJtGKpXC29vbLAfN\nWXrQF8PJ4wRBEATBhhh0ig6BJQiCMBM1g/5OpKfj30F/lOBlyuVyFBTkw93dA1KpFPHxUbhy5TJ8\nfKIscvI4QRAEQWhrkxIx6BStHBEEQZgJZRhfRkZ9i4TxVVRUIDY2CZGRzREbm0R7jgiCIAizoyvE\nXC6XW1ynyDkiCIIwI1KpFJ6eXhYJ47ty5bLFY7kJgiAI20ZXiLmlw88Bco4IgiDqLNqx2z4+vhaP\n5SYIgiBsG137isSw50iiUCgUZi+VA0VFDy1dBVHi4uJEtmGBbKMbsg871m4b7dht9b8BoLCwAG5u\n7qrP1P/Wh4uLk9DVt2qsud8IibX/poSEbMMO2YYda7cNk06xaZGldYpWjgiCIMwI3+ccMe0rUv8b\ngEYYnznD+giCIAjrQ2idksvlOrXI0jrFyTk6ceIEIiIiMHDgQLz//vsoLy/nfE11dTXmz5+PwYMH\nY8iQIVi6dCm/LSAIgrAShDjniPYVEQRBEHxhDp0Suy7pdY5KSkowe/ZsrF27FikpKfD09MTy5cs5\nX7Nv3z7cvXsXycnJ2LdvH86ePYsjR44I0xqCICwC37NMdRUhBIL2FREEQeiHdIob5tApseuSXuco\nNTUVPj4+8PLyAgDExMTgwIEDnK+pqqrC48ePUVFRgYqKCshkMtSvX5/vdhAEYSGEmGWqqwghENrp\nwR0dHc2aLpwgCELskE5xxxw6JXZd0lu7goICuLm5qf52c3NDeXk5ysvL0bBhQ9ZrysrKUF5ejqio\nKBw+fBgvvPACqqqqEBoaihdffJH/lhAEYRE0Z5lqNv97enpZulqiRCkQNRtN+RMIZXw2298EQRC2\nDOkUd8ylU2JG78oRWzI7Ozs7nddIJBLY2dlh9erVaN68OdLT03Hy5En8/fff2LRpk/E1JghCVFjb\ncrmlsfRGU4IgCFuDdMowbF2n9Lba3d0dly9fVv1dWFiIxo0bw9HRkdM1R48exbx582BnZ4dGjRoh\nMjISR44cwfjx43WWS+lj2SHbsEO20Y1Q9jl6dCLy8/Ph4THRagdT6juEMVC/YYdsww7Zhh3SKXao\n35gHvb0jLCwMS5cuRU5ODry9vbFjxw7069dP7zX9+/cHADz33HNISUlBz549IZPJ8PPPP8PPz09v\nxaw5l7uQWHueeyEh2zxF+zwBQHj7NGjQDKWljwW7v5BQ32GHxFg31G+Yod8UO2SbGkinDIP6DTtm\nP+fI2dkZCxcuxNSpUzF48GDcuHEDs2bNwtWrVxEZGcl6zcyZMwEAcXFxePDgAQYOHIioqCi4ubnh\nzTff5LURBEE8RQwbTykrEEEQBMGGJXSKdIngikTBtqnIwpB3zAzNHLBDtqkhNzcHQUGVkMn84eBw\nERkZ9eHp6WU2+yhFLy2tJ0JCzlpFZhrqO+zQypFuqN8wQ78pdsg25tcpa9QlbajfsGP2lSOCIKwL\nS288tbbD3giCIAjzYm6dIl0iDMG63GaCIPQiVBpOrtSI3k6kp+Nf0Rtl1vIJgiAIcWNunSJdIgyB\nnCOCqINY8jwBSztnBEEQhPgxp06RLtUdmBJ58A2F1REEoYKvDau2fkYCQRAEIQzG6hTpkvVjrkQe\n5BwRBAFAHFnuCIIgCIIN0inbxlx7x8g5IggCAG1YJQiCIMQN6ZRtY65EHuQcEQQBwPJZ7giCIAhC\nF6RTto1y71hGRn1B07FT4CVBEABow6q1YY5NqQRBEGKCdMq6EEKnzJHIg1aOCILQQKTnQhNqUNw9\nQRC2DOmU+LFmnSLniCAIANY9kNkaBQX5SE0NgEzmjLS0AIq7JwjCJiCdsh6sWafIOSIIAgBtdLUm\nXFxc4eSUDOA+GjVKRosWLpauEkEQhOCQTlkP1qxT5BwRBAHAuje68nU+k7VQVPQXysqGAghAeflQ\nFBcXWbpKBEEQgkM6ZT1Ys06Rc0QQBADTssBYctC3xTALa35BIAiCMBbSKevBmnWKnCOCIFQYc4K4\npQd9WwyzMFc6U4IgCLFBOmUdWLNOkXNEEIRJWHrQt+bZKVMw5gWBIAjCFiGdsgzWqlPWVVuCIERH\nzaC/E+np+HfQH2XW8uncC4IgCEIXpFOEIdDTIQjCJAwd9K31UDiCIAjCOhGDc0I6ZT1QWB1BECbD\ndenc0nHfbHXKzs6GXC63uWxCBEEQtoK1hngBmjpFCA85RwRBmA1Lx31ro3TWOnQoRXT0dsTE7BCV\n40YQBEHYNuo6RdpkHsg5IgjCbIhtU+pTZ80P6emtkZoqHseNIAiCIDR1irTJHJBzRBCE2RBbas+n\nztolBAdnIzRUPI6bUFDoIEEQhPWgqVPm0SZb1wmJQqFQWLoSTBQVPbR0FUSJi4sT2YYFso1uyD7M\nyOVyyGQPYW/vBAD/bth1t7jjJgTK8Iy0tJ4ICTnLyUF1cXEyU+2sE/pNMUPjDTtkG3bINsyo65TQ\n2mSMTlgavnWKVo4IgrBppFIpvL29IZVKrXrDLhf07fmy9dlCgiAIMaKuU0Ijtr3B2phDp8g5IgiC\nsBF07fkSYyZBgiAIwryIbW+wOubSqbo5PUoQVooQZwARwsDHszL389Z11ofmbGFNeCGdyUEQBGFb\niOFMKDbMpVO0ckQQIsGaZ+5tLRyLj2cll8sRHb0dgYF3ER293Wy2YwsdFPNsIUEQBGE+tHVCLBpv\nLp0i54ggRILY43zZsGanzlj4eFa5uTk4deoJ5PJWOHXqCfLycnmrnzFCJrZMggRBEITlEUrjxaxT\n5BwRhEiw1pl7IZ06scxWacPHs5JIJFAoegHwA9ALgISXupkiZHU9IQVBEATfiFWn+EIIjRe7TpFz\nRBAiwVpn7g11FLgKiSVWpLjWjY9n5ebmjmbNDgLIRNOmB+Hm5mZkrTWx1hVIgiAILojJGRGzTvGF\ni4srGjXaByATDRvuQ4sWLibfU+w6Rc4RQYgIa5y5N8RRMERIzD14Gipypj6roqK/8PDhYAAtUFY2\nGMXFRUbdRxttZ7VFCxfRvEgQBEGYgtjCuMWuU3wghFaJXafIOSIIHhDTTJYl4OooGHLOjrnDDM0t\ncu7uHggNzYSDw32EhGTy1j51ZzU+PgqxsUmieZEgCMKyWLtWiWHFwZZ0ChBGq8SuU+QcEYSJiG0m\nS8wYcs4OALOGGZpb5IQMo1Q6q0VFf1n8RYIgCHFQF7TK0ntzbU2nAOG0Ssw6JVEoFApLV4KJoqKH\nlq6CKHFxcSLbsGAp2+Tm5iAoqBIymT8cHC4iI6M+3NzcRXdekVj6jlwu//f8BHcN2zDZ0Vzn7Cht\nw1Y3a0Up5OnpPREcfNYoYXNxcRKodnUDMfymxIhYxhsxIiatEttZZlxsY8lxmnSKf8SoU7RyRBAm\nwhQ7a+2zc0Ii5nN2rHHPly6sNckHQRD8I4Yxlg8sOU6LwYakU8LDaeXoxIkTWLFiBWQyGZ599lks\nWLAADRs25HTNe++9h9zcmvM7FAoF8vLy0LNnT/zf//2fzjJpxokZmo1jx5K2UZ/JKSjIF+XsnDX0\nHUvNiFmDbSwFrRzphvoNM/SbYkcsWiWGl1BtrKHfkE6JD7OvHJWUlGD27NlYu3YtUlJS4OnpieXL\nl3O+ZtWqVdizZw/27NmDL774Ao0bN8ann37KayMIwtKoz+SIYWbJWjHHjJg1bUi2proSBCF+6tqq\ngyUgndLEmurKFb3OUWpqKnx8fODlVTPzHRMTgwMHDhh8jUwmw6xZszBnzhy0bNmSr/oThOgQ4xIx\nUYPYNySri4zY60oQBEHwj9jHflvQKb3OUUFBgcbhhG5ubigvL0d5eblB1yQmJqJly5bo168fX3Un\nCNFCs3PiRAxpYNnQFpnc3BxB6qprlq8uzgASBEFYE6RT+usgtE7pdY7YtiTZ2dkZdM3mzZsxefJk\nQ+tHEHUOegG1HGIOedQWRImkHoKD02Fvn4ygoHSD6srWx3TN8tXVGUCCIAhrQuw6lZoaAJnMGWlp\nAZBI6hldV2PehcylU3qntd3d3XH58mXV34WFhWjcuDEcHR05X3Pt2jVUV1eje/funCtGm4DZIduw\nI3bbyOVyDBq0GSdOdMOLLybh0KHXzL6h09Y5enQi8vPz4eExUcP2lrZNs2bP4sUXN+PkSQl6985E\n165j4eCQAcADDg75cHFxYu0rcrkc9+7dQ6tWrQCAtY9lZ2cjLS0QMpkf0tMlkMkewt3dW+9nBDuW\n7jdihmzDDtmGHbKNeHXKyak9GjdegpKScDg5HULXrjNx9Ghnxrpqw1WndGEundJbk7CwMCxduhQ5\nOTnw9vbGjh07aoXG6bvm7NmzCAoKMqhilJGDGcpWwo412CY3NwcnTgRAJvPDyZMK/PrrDc6Z7ORy\nOevZSdqfMV1rDfYxFw0aNENp6WPV32KxzebNUf9mQYrC77/fwsmT3SGT+eOXX8DaV5QzaWlpPRES\nchhLlwax9jEHh8YICTmM9HQFgoPPwt5+lKrdbJ9ZWozFjhj6jRgRy29KjNQ12+jSJkOvrWu2MQUx\n6lRubg4ePowA4I+yMgmuXbsNT0+vWnXVxhCd0oW5dEpvWJ2zszMWLlyIqVOnYvDgwbhx4wZmzZqF\nq1evIjIyUuc1SrKzs1WeIkHYMsYulxsSDlVRUUHhUVaMMkzZ3d2DU1gdUzgeWx/TlSyEEokQBGEo\nhoQ5Ueiu9aIMgXNxcUVIyBnY22ciOPgM53cYQ3RKF+bSKU7nHFkCS3vHYkUMMwdixVpsY8wZCbpO\n5db+LCnpPiIjm9e61lrsYwnEYBvNmbWziI+PQmzsbqSm9kRo6Fls3z6asb8wnS4OgLdzOGjlSDeW\n7jdiRQy/KbFSl2yjS5uMubYu2YZvLGUbTW06g+pqGdLT2yMk5C4SEmI4aYy16ZTelSNLkJ2dTTMK\nRJ3FmEx2ulactD/z8fHlbTMnJY8wHa7Z4bRn1q5cuYy0tEDI5QFITw9kzQLENJOm3sfoGRIEIRSG\nREMIlWiAxjjT0bahtjYpkzCkpgYgPb095PJByMgI5pydztp0SpTOUYcOpbTkShBqGBIO5ejoyMuy\ns9hDIMQ2mDLBZENlvbXDH2vCFYxzctkcbrE/Q4IgLAcfY6ghYU5ChETRGGc6TKH50dHbERh4F9HR\n29GsmTOcnJIB3IeT0yEEB98yysG1Jp0SZVidRAK9y7O2Ci05s0O20Y2h9jEkXMLcaIegmSq0QvUd\nbRuePi3FjBlpSEvriYCAFGRmDtSwr5ubu0aYgXoIJgDOm57ZyjfmGVJYnW5ozGGGxmN2xGAbvsdQ\nvqhLOsU35tKpxMQ/MWzYNSgUfSCRHMfevZ0xYkRLDR2TSu0Yw+EMSc7BVr4YdEqUK0cODpdEl9ud\nIGwNU0IghF7VUQ9BS0sT1yF56mjbUKGoVtU7M/MldOv2i4Z9tWfWlH8DMGpmTcznZRAEYTnEfNCo\nIfA5xllDNIIQaNvQxcUVCkUvAH4AesHFpaXG556enryuAIlRp0S5cpSTkwN7e/YzPWwZMcw4iRVb\ntg2X2Rpj7GNM8gihZiTV21hRUYGOHVdBLh8JqTQRN268h0aNGhl9byH7jvbqj/qm1Pj4KBQXF+m1\nrykza8Y8Q3Vo5Ug3tjrm6MOWx2N9iME2TBvkxfDOZS6dYroHH7plzMoJV8yrUzvUbDEagP7kCXVJ\np0S5cuTt7S2KHylBWANCxusakzxCiBlJ7Tb++utlyOWRAFpALo/EtWu/6fyuJWcD1W3ItD+Mi31N\nmVkz5hkSBFG3qUup+/kY4/jQLVO12JJaVVunRuPMGUdVllQuNq5LOiVK54ggCO4IGR7BdbBWv06I\nJXLtNrq6tkTTpgcB/IqmTQ+ia1df1nqxJUTgU4AMuacxIiCVShEfH4WkpPuIj48STEAs7UgSBGE+\nxPZCqguuWT+NvQcfusWkxYbUTTspglgm9Qz5jjkcbnPoFDlHBGHlCJkelcssmPZ1AHgfILXb2KqV\nJ7p2dYdU6vbv/zOXoS1WeXm5vK+ymSPTjlwuR2xsEiIjmyM2NkmwMsSWMYggCMKQQ9C56pT2dXy8\n2GvrVIsWLpzHVM19tAEYNWqbVY7FQjvc5tIpco4IwsoRaraG64oU03W6BkhjZn2021hU9BcyMoIg\nl3fDmTNBrHXTFisAvK+ymWNjs74y+JhJqysbtAmCqFvoGptM0SltTD13h0mnuI6p6loVEPATLlx4\noc6NxdakU+QcERaHQnlMR4jZGq4rUoasXJky66PeRhcXVzRqtA9AJho23IcWLVxYv6Mejubp6cX7\nKpu+9vPRv3WVUWPTHQgMfIKYmB1Ghw6KMWMQQYgF0inLYcgh6JbWKQBQ5jkzpEx1rdq+fYJZxmJz\n9mm+QtzNpVOizFYHUAYgNsSQ5YZP+MxsVtdswzds9tGVXYdrBhmu1+nLZsM1009ubg4CAx9BLm8J\ne/s/ceZMQ8asOEz9C6iddcfUvlNRUYErVy7Dx8cXjo6OOss3JZsSk43v3r2Dnj0rAXSHRHIeaWl2\nmDXrrFFlardDLpejsvIBWrdubVSdbQEac5ipS+OxtZyrVhdgsw3bGAuIR6e46g1b3dS/y5TJ1NR+\no15vAGY950rXmX9M5et6F2DqCzaRrY6wHSiUx/yoz9ZwicPmsiLFNYxO/woIt9k6d3cPhIZmwsHh\nPkJCMllnjwwN+TMGXfuB+Ozf2vVW2lUmk0EiOQXgEoBT+Osv7qEcutpRUVGBmJid6NCh1Og6E0Rd\ngHTKsujbc8mHTinLyc3NgYuLq1E6ZYreaH+3uLiId51Sr3dubo5Z+jSbTdXP/NMuX98eM6H33wLk\nHBEWpq6G8og1BEN70MnLy9VKWJBnVL3Z2mtIsgZDXkC47rMyR//SVW8hk2VER29HYOBdxMVlICxM\nCnv7fPTqVR/+/gG1NgVzeaba7bhy5fK/f/vxUmeCsFZIpywLX86pvox3Sq2KjU1CfHyUwTplSj8R\nuo9p11siqSd4n1bXqXHjEjVs6uXlzapTfOwxMxVyjgiLUpfOWlAi5qxf2gMLALUB6gymTz9lcL35\nmkkzVBy4zMiZo3/pqrdQ5efm5uDUqSeQy1vh1KlKLFkShjNn2iAhIQaOjo6qMuPjoxAbm8R5NU69\nHT4+vggJOQN7+0xe6kwQ1grplGXhw3HQ116uKzdCjfdC9zHtent6egrepzV16gkKCwsYz/zT1ild\nK3dM9pfL5cjOzua17rTnyMqgWGV2xGIbU06JFhIXFycUFJTWOhUdqImJlslkCAur5lxv5QyPXC5n\n/Z5SkLiews41Jpxv+IjlZqs3131UhnDzZhZCQqoBdAdwDunpUrRv/59aZVZVVSE0tMqgZ6p+Snp0\n9HakpbWFTDaQl3rXRcQw5ogRsYzHYkQMthGzTrHtjTVGG7jolPI6rlpFOsUNU3TKzc1dZ13Vdapm\n71QgKiv5i3KglSMbxFqW0q0VMYdgMM1OKVdgtJe5uWbz+fjjdAQFnYa9fTKCgtJNmkmzpkMJ1WGr\nt1Czs3Z2dgB+AZAJieTUv38/LVMZyvDRRycREnKm1iwb2+9fvR0FBflITw+GXE6OEWF+SKeERcw6\nxYQx2sBVp5T356pVpFPcMEWngKdZ/3S14+mKH7/h3+Qc2RjWtJRurYg9BINtgDSk3pohCIGorHwI\nhcIdEkntIcVahYQPhIqP9vLyxgsvOMLevhC9ejlqzICqhzKcPi3HokU9Vc8UgEFJLyisjrAEpFPC\nI3ad4gNDdAqwXa0inaoNOUc2BmXdMQ/WOshyrbf6rKO//0lcuPAS5PIApKcHUp9SQ33gDg4+w9vs\nrFQqRUJCjGqfkfrzkkgkUCiCATSDQhEMqdSeYZaN2+9foaiGQvEnL3UmCK6QTpkHa9UprpBOcUOo\nVURr1ilyjmwMa1tKJ4xD6JAU9VnHxMSx/6bVFk+fElNITs3AXQiFoprX+7K92Li5uaNZs8MA7qNZ\ns8No0aIFp1Tq2lBYHWEpSKcIXXAd38WuU2JByFVEa9UpSshgZfCxkdNSmwmFRgybXI2B742QbAcW\nCmkfMfUpYw5sFMo2Tw+rdYW9/V+sh9XyXaZyo7W9/UUEBBxGZuYrRh9KmJ4eiCdPKJ03G9Y45pgD\nITePWzvWqlXmQJ9tTDmQ19r7VF3qN2LXKVo5skHq+lK6NSFEbL0lQlLE1KfM1X4us5cuLq5wckoG\ncB+NGiWjRQsXwctXn3ULCDiJ8+dfhEzmjLS0AIMOJVTOJmZlOfNWZ4LgipjGFEI8mDK+22KfsnQU\nhbXqFDlHBGFBhHiRt7aQFL4Hb3O0n6tTW1T0F8rKhgIIQHn5UBQXF/FWvjLTT3T0do3yNUMkRqNx\n4yMw1jmTSqXw9vbmpc4EQRCmYil9s7STYQyWTmyiq3yx6xQ5RwRhQYQY6Jnih5WHpOkbHM0tAEIM\n3ubIwsTVqRVKyLUP18vLy9X4XDnrVlpaIohzRhAEwTdcdMoSWfYs7WQYiz6dElrv9ZUvZp0i54gg\nLIhQA736krRyYO/QoVTnwK5PAIQYSIUKgRM6fIKr0yPU863J9NMLgB+AXgAkJtWTIAjCknDVKcD8\n4XHWmj1R1/hvDoePq/6IUacoIYOVUZc25PEN2YYZfSehczlB3JRNsLow5FRyITGm71hyc2+N3Xao\nPY/Rgp3m7uLiZGp16zQ05jBD4zE7ZJvacNUpvhIXGUJd1Cl99uYLrvojNp2ilSPCarHGGGBL8HRW\n5pLO2aOPP05HcHA64+wNnzNn6s/Nmg8itOTm3hq7jcaZM446HSPltba2CZkgzAlpkelw1SlzhbXV\ndZ0y12qNIYkVjNUpZTgmn9DKkZVBM041MK1kuLs3s5htLDmrxQW5XA6Z7CHs7Z10zh6dPi2FVGpX\na/aGr5kzoVagTIV+V+zQypFuqN8wYyu/KTEdHcAFda0CICrd4qpTQq1yqNfDFnTK2lObA+rPKhCV\nlZTKm7BxxBQDbOqsljlmHZXZXPTNHnl6ejLO3vA1cyam58YFW5sRtrX2EoSpWNOYpqlVOxAdvV1U\nSQa46pRQqxzK8S8vL9dqnqkpWGtUgbpOPf398XsWHzlHhFUipg18poijpbPgGOL08DGQium56cOU\nZ2Osk2FJ58TSfZEgrBFrGtPUtSotrSfS0tpYhQMglUoRHx+FpKT7iI+PEuRlXn38mz79NEJCzljF\nM7UEYtIpFxdXVTgmn5BzRFgl2i/1ADilqhYCU8RRDLOO5pw9MofI8YWxz0Z78K6oqOAkJEI5J1yF\nTAx9kSCsDUNX1bkeqyAE6loVEnIWISF3ResAqI9bcrkcsbFJiIxsjtjYJEFspz7+ZWQEY9myEKvc\nY2QsXHVCbDpVXFxEh8ASurG1kBjlSz0AzilAhaqHsSFn1jTryAemiJy5+7exz0ZzdjYAo0Zt45Qe\nvaAgH6mpARqnhJuKIUJW094zsLfPRHDwmTrfFwmCL7hOMBmSrloItA/eTEiIEaUDoD1u8RXmpktD\naoeYexk1aWiN72FcdEI95NDyOqWpy3QILMGKLYfEqMecWnLG25jcJtacBccY+FqN4TK7ZapAGfts\n1AfvgICfcOHCC4zt1W5Ts2bOcHJKBtdTwnW1UflZbm6OQfZWKKqhUBRCoajm1FaCILgjNq0S654T\nbZ0AYPIkoj4N4UOLTdUpSzlWXA6LVbbro49OWlSnzPXORM5RHcGWQ2J0pQBVIuSgY6pjKlaBMgSu\n9uVjNUbfSd+GPo+KigqkpqaioqKi1mfGPBv1wTsx8U3W9mq36ffff+N8SriuNnJNz65NQUE+0tOD\nIZcPQkZGsE2NIQRhDrholZCYYxKVD61lWsUx9YWYy8q8qVqsT6cqKipw9mwGKioqGMOvLTXBrU+X\nNUMO2+HhwwhYSqcA87wzkXNUR7C18Cx1lC+jWVnOjAOn0IJg7Y6pqckDDBnU+ViN0XcGRm5uDudl\n/4qKCvj6rkVYWAP4+q6t5SAZaxvl4O3o6MjaXu02+fj4cg5r09XnND8LxPLlvTjZ25bHEIIwB/q0\nSmiE1iq+tJZNJ4yJzlCO4YauzHO5p3b7dI2hSq0ZMqQ5fH3X4u7dOxrP4sqVyyYldjLFIdWny5rt\nykZwsOV0ylxwco5OnDiBiIgIDBw4EO+//z7Ky8sNumbr1q2IiorC4MGDMWPGDMhkMv5aQACwvfAs\nbdhSgALCC4IYXyqF3lyp/r2RI9cbZF9TV2O0+7f2862uruYsgleuXEJpac0sWGlpBH799TJjGw1J\nrMC1vUxt4hrWpmt/UO3+6MbppcLWxxCCMAe6tEpohNYqQ7VWl06pj5t86FRMzEbOK/Pc76lZF11j\nqLbWFBcXMUyOGf5shNYp7XZt2TISEonCYjplLvQ6RyUlJZg9ezbWrl2LlJQUeHp6Yvny5Zyv+fHH\nH7Ft2zZs3rwZycnJePLkCTZt2iRIY2wdWwrPMgShBUFsL5VyuRzR0dsRGHgX0dHbddrSWMdR/XuZ\nmS+hW7dfBLGven/getJ3vXr1OIugj48fmjbdB+ACmjbdh65dfRnbmJYWgJEjtyIw8AliYnbw2j+V\ngqAvrE37t8HmSKn3x/j4KMTGJnF+qVC3cWFhAfbs2cVbOwmirmCNm+4Bw7TKmDYaorWGODxi0Cn1\nhATadeGiUz4+fmjWbD+ATDRrth9+fgEaz0JXlAHXNupLAGQqCoUChYUFFtcpdfLz72HLls2mN04L\nvc5RamoqfHx84OWlzAoWgwMHDui95uDBgwCAffv2YcKECXByqjllff78+Rg6dCivjSDqBvoGS1NC\nnJlfKYoAACAASURBVIR2XsTkmObm5uDUqSeQy1vh1KknyMvLZb3WWMfR3d0DwcHpsLdPRnDwOezc\nOYZ3+3IVT+3n6+XlzblNUqkUPj6ukEr//Pf/mcPeAgJ+xJkzYZDLA/DLL92Rl5fHe/uentegP3Qw\nLy9Xp0Ap+2NR0V86hVyb6upqHD9+DOPHj4W//3N4663XTW4nQdQlhNIpc8FFq4xdqTFEaw1xeCyt\nU+r20D4DqUULF062cnR0xOXL7yI5uQSXL78LR0fHWs/CmPcIrgmATEFX+y2hU1VVVTh69AhefTUa\nAQFd8OGHU3lpp0bd9F1QUFAANzc31d9ubm4oLy9HeXk5GjZsyHpNWVkZysvLcffuXdy/fx9vvPEG\nioqK0L17d8yYMYP3hhDWj+ZgCRQWFqhSdSt/dGlpPRESstPgwU097XddRyKRQKHoBcAPgByAhPVa\npZgVFhbAzc0wm0ok9aBQuEMiyRXEvrr6gzba5XNtU81qTQjkcn9kZFzUKEPdNo8fv4KwsF+gUEgB\nnALQj/f2Kc9rYKq39rVATfam9HT8K1CjGMuoEc6dqutatIhi/B0VFRVh+/YtiI/fiOzsu6r2DxlC\nE1kEoY6QOiUWDBl7teGqBdpjE9sYprynJXVKMyEBcPq0HaRSKdzcRhlkK0dHR/ToEWhw+bpQt02L\nFm8iNjaJk00NQVf7zalTf/5ZiK1b/4ctWzarJn2F0im9K0dsMYB2dnacrpHL5UhLS8OqVauwe/du\n/P333/j666+NrC5Rl9E1O2TtSQ/MiaenF3r3Pg97+0y88MJ5eHp66rzemNmqmucRCLk8AOnpgXqX\n1o3B0BAN9fK4tklf9ijlfdq2bYdeverD3j4fvXrV58URZDuvgUvooHb2JrlcrsqCpF1/9UN31Wfo\n0tJ64MCBvZg0aTz8/Drhyy8/RXb2Xbi7e2DmzDm4ePF3/PBDvMntJIi6hC3olDn20Roa0WFJndJ1\nBpIpOsUXXBIAmQLXM6CE0anu2LNnFyZMGAd//+ewePGXyMvLRatWnoiL+wSXLl3H99/zH1YHhR72\n7duneOedd1R/5+XlKXr27Mn5mnHjxini4+NVn504cUIxatQofcUSNopMJlNkZ2crZDJZrX9/6aXv\nFQ4OFxUvvfQ94+d3796t9e+2Cpsd+bw/2/NQfmZvz/ys9N1X/Tk+fPhQsXv3bsXDhw/11kW9PEP6\nA1dbCWHTx48fK1JTUxWPHz/Wey1b+Y8fP1Y4O89XABcUzs7zNe6lbZvHjx8revf+RmFn96HimWda\nKgAoACjq1aunCA8PV/j5vaeQSs8b/NwIwpYwVqesCWPHOzFpMZ86pcseXMZxU3XK0nDVKkN0Stn+\nx48f19KpF174SmFnN1XRoIGLSqfs7OwUkZGRioCADxRS6QVBf2MShUJ3eoiSkhJERERg27Zt8Pb2\nxooVK1BcXIyFCxdyumbLli04fPgwNmzYAAcHB3zyySeoX78+5s6dq9NpKyp6CKDG0y4oyIe7u4dV\nLk/zjYuLk8o2toZcLv93Wd1doy88DWUIREjIGasNZTAFLr8TvvsO2/PIzc1BUFAlZDJ/ODhcREYG\nt5UWzZCUs9i4MQLduq1DaWkEmjXbr4rT1ka7vNOn7TBjRrrqPlz6A5tt1O0KgNexSLu9xvbbs2cz\nMGRIcwABADKRnFwCf/9uKCjIR1VVFUJDqyCT+UEq3YSXX96DY8d+xJMnTwAAbm7uGDv2VYwb9xqq\nq6sZn5uLi5PJba3L2Op4rA9b1Sq2cVGdumobLmOaPq0Su04x3Z/LOC6kTmnXh+93Zj60Slun9u8v\nwldf3UVaWk8EBKQgM3MgZDJfSKXfoU+fvThx4mdVZmtPTy+MG/caxo59FZWVlWbRKb1hdc7Ozli4\ncCGmTp2KwYMH48aNG5g1axauXr2KyMhIndcAwJgxYxAcHIyoqCgMGjQIjx49wgcffMCpcuY4sIyw\nHtiW1cVy6rilsNTvhGsImLEHvZ448TNrmm1d5QHgJbRF3a7R0dsRE7ODFxsrQyuYTgU3JuxCOwtS\n585dVNkKp01LQevWSyCRdIRc/joOHTqAyspK9OnTD5s2bUNm5m+YOXMOWrXy1Jl2lSAIbogpOY+5\n4XJYt7m1im+d0oZrKCWfOsWmE3zaV70MPsJFtXWqRQsX1XmE58/7w919PoC2kMvfwU8/HUFVVRUG\nDBiIbdsSce7cFXz44cdo2dLNbEen6F05shRFRQ958+zrEnV1xskUlANCenoggoNtb+WIy+9ELpej\nsvIBHBwaG2SbiooKXLlyCT4+foyrNmxwmT1l+k7Nc+yJ4GDuK0fa5QHQuI+xM3LqdrW3T4ZC4Q65\nPIDHWcYzUCiqkZERjODgs6p0pmyzc7pmBCsqKvDrr5fRtasv8vPvIShoE4C7AA4BqJl9a9HCRbVK\n1Lp1G8a6RUdvR1paG4SE3EVCQgykUimtHOmBxmNmSKvYqau20R7DtccwfVplrE4Zu1pijE4x3YOr\n3vChUwUFpayrOEKthunTYq72V9cphUKBLl1moqysEMBPAKoAAO7u7hg79jWMG/caPDxasdZP+7nx\nrVOido4M6XS2Ql0dVE1FLpdDJnsIe3sn1aFxthKOqe93YmzYofJEby7OCVOd+BAr9cFUKpVyvqe2\nCBkTcqhu16CgdEgk9f51wI0fi2qHVkghldrBzc0dBQX5rMLGFNag3a6ysofYvTsR33//X/zxx3VV\nmd2798Rbb03GwIFD4ODgwPpscnNzEBj4CHK5K+zt/8KZMw0prI4DNB4zQ1rFTl22jS6HQ5dWGatT\npoR88fWeYKjeMH2Py3uLi4sTMjN/06sT6vY1pD5KtHUqKek+hg1rArm8Jezt/1Rpg3qZSvsrEyqw\nlVdaWoKdO7fjhx/W486d2//+qwShoWGYNGkyXnppACe7abfJ7GF1lsQc59MQdQOp9Omp43U1HJNt\nKV3f78TYsEPtE73ZwtqY6mnIOSC6DtBTpj6VSqUGP1OFQmFSX1C3a0JCDLZvH81qY+OzHnlyynqk\nHdaQl5erald4+Ff44IMpeP75Dpgx43388cd1SKUNUa/eOPToMR/79x/G0KFRKscoJmYH42G2Li6u\ncHJKBnAfjRolo0ULF862IghrQeznENUF2ObcdWmVsTplbMiXodqgq9+opwg3RqcMqY/62U1BQeka\nOqFtX2PqoyxDXYt8fHwRGpoJB4f7CAnJZNUmtkNoFQoFzp49g3ffnQQfn2cxb14c7ty5DQeHxqhX\nbyICA79AYuI+DBw4mJNjZI73O1E7R4Btx+8SxlFX0qmqo29A0PU70Zeumo3nnnseUmkigExIpYno\n3LkLp+/psr92OyoqKlhf1rneUxv1MkaO3PpvXLNxfUHdrmw2NmSw1vVyoOszbbGqqHiM06cLIJO9\ngwsXFmDr1v/h0aNHaNy4PdasWYcbN7Jw/nwc9u17T+M+eXm5OHmyO5gOsy0q+gtlZUMBBKC8fCiK\ni4sMshVBiJ26OnFmDrg4lVzsq38PkGE6xdceV66aoqvfmHJPpj2obDw9u6n2K7y6fY19F9LWIl0p\nwnUdQpuVdQMbNnyHF18MwZAhLyExMQFPnjxBs2ad8f33m5GVlYXz5z/Enj2TOb/jm+v9TvTOEUEY\nirk27JkTUwYE5UCXleVs0ApsaWkJFIoIAE8ARODvv0s5fc+QFZCLFy+wvqxr35Nttkwb9TIuXuyN\nbt2OatSF75ljY56NrplVphcH5TPcujUX7dtnYsiQl1FV9RmAM7CzcwQQBmAXHj58Fz17BqFRo0aq\n+6i3V6FQQCI5BeASag6zfVqPuvi7IQh16uLEmTkQwjnQxlidMjbCyJDxztikC4bcUyKpp/HdFi1c\nGHVK39lNxtaHCXWd0qdNGRn1kZj4JoKDz0Aq/R+cnadgwIA+iIubjmvXfkOzZs4A+gI4gL//fhM+\nPn5o0KABo07pwlw6Rc4RUeeoi+GYpg4I6mGHhpQZFnYFDg6OCA29wrlM/SsgTzOiubi4sr6sa6Nr\ntky73uq2Skx8w+QwA0PK03cIoKGhHDdvZmHnzu2IjByMkSOH4ocfvsODBw8QENANn376JVJSjgD4\nGsBwKBRhqKqqYi3P3d2D9TBbpucml8uRnZ1tqokIQhTQBIBxCOEcMGGMTim/Z2iEkSHvCVzbZco9\nPT09Vd9VJudh0glDbGzsu5ChOiWVStG0aVMkJGzF/fv/B7n8NRQWpqGi4jF69eqN9es3Ye/eQwCW\nABiiV6cMjb4QQqdEnZCBqE1d3shpKmKyjVBnDZiSWccY+/CRzUf7fuoZ0bZsGYmxYxOQnt4IwcFl\n2LFjHGM5XLIcqdu7JsveZfj4+GokkWC7j6l9h6udmBIy2NnVY+wnf/xxHTExs5GXdx7A3wCAhg0b\nYcSI0Xj11Qno2tUHAHDnzm0EBh4D8CIkkhM4c6Y/2rRpy9peNzd3TnVV3yBdWelntG3qOmIZc8SG\nmMZjdfge04xBLLbhqlPGZmQzl06ZAzZNMfweT7O/stlKn04J3YfZdIOpr1y5cgmbN29EUlIiysvL\nANQc7zN69Fi8+up4tG/fAYDhOsU1y55QOkUrRyKArzAfW95oqpw54LvtxthUqLh2S+y/Uy+Tj/5V\nUJCP9PRgyOWDkJERjMLCAtSrZw/A99//Z0bXbBnTPqbY2CRERjZHbGyS0bNuhsD12WiWfwbTp5/S\n6CeVlZXYv38Phg8PR69ePZGXdxTA35BIOmHOnE/x669/YNmyr1WOEQB4eXnjhRccYW9fiF69HDVE\nha29XObE1DdIE0Rd0am6uI9ZaJ0yZAXC0vYVon/J5XJWTeGKMvvrkCHN4eu7FhUVFRz2XzHrlNA2\n1i6/RQsXjb7yzz9/Y8uWzXj55d7o3/8FxMdvRHl5GYKDQ/Htt9/j0qXr+OyzBSrHCDBcp7g+R6F0\nSpQrR9nZ2QbnubdWDE1DyTarYko6S2vH2BSg3O9rmE1NnQURKgW5KTNyfPUv7RnIZcuCERpaxclW\nXGfZkpLuIzKyOevqDNN9hJytZFvVcnZ2Ru/ekn/PUTqIceP248CBvapECI6ODdC0qT+Ki99BSEgZ\nEhJGGzVbq51mtmblrjVCQrJVZxmx3VN5ftiTJ+QgsSHGWW6+Meb3rys9vi3qlDp8jjekU5r1EqJ/\n8XF+0NmzGRgypDmAAACZSE4uQY8egbXqr7QrgFppvo05A4rt/kw6of6Zum48PWaiHurVW4AGDQ6h\nvLwcANCkSVOMHDkaAwYMQmhoL70rkFx1iutzVEajpKe3QWXlIKPswoQoV446dCi1mUwyfG0QteWN\npsamAFXCNkNhrE2NXZ0QMpOSqStrfPUv7RlIT08vg+Knucyy+fj46lyd0TXrxveso65VrZkzU9Gx\n4zpIJKGQySKwceN6FBcXoXPn57Bo0TL8+usfyMw8iLNnA3Q6Rspy8vPv6c0OlZubg1OnnkAub4VT\np54gLy+X9Z7qG6QJ24Z0SryQTj1FqP7FR8SBj48fmjXbDyATzZrtR9euvhqfa9sVgEbURkzMTtW7\ncUVFBa8rhUyfKXWjsrISv/xyAo6OwwH4obo6EeXl5ejevSdWr/4vMjN/Q1aWP8aM8dJ7dIcu7TUl\ny17NPmR+9w+K0jky9iXXGuErzMeWN5oamwIU0D1gGLrRXn0AMGYTpFADu/bAaozw8Nm/tNNjm5o8\nQ1fa0aVLg5GeHsxLulZjHCftZ3rlymWkpnpDJtuLU6e+wG+/rYNCkYb69R0wcmQ09u1LQXz8Drz2\n2kQ0adKUU1gjU7gGGxKJBApFLwB+AHoBkOisv3KDNGHbkE6JF0NtqhxHAJBOcYQPnXJ0dMTly+8i\nObmE8UB1XXbVngAeOfJ7g3WK2/2ffnb9+jXMnj0Dvr6d8MEHU/Dw4R00atQI48e/gWPHTmPduh8w\nfPgo/P136b/HZTgjLS1A59EdXJ+p4Vn/AiGT+XO6N1dEGVZXv/4lBAfzFx4ldgzZXKdryVkMG00t\nhVwuh0z2EPb2Tga1nctGf13LwAUF+XBxcUVsbBLvIWdiCglQ1s/a+hdXm3I9edzQZ/z/7H17QFRl\n/v4zMAOoqKigUKBuZZYlCqgwg2jaTcNb3oIEjdry23drt4t22fZX+93daku32i671W4SoCLexSjL\nUkRhAGVQzC5qikJcBAQVFOHA+f0xnOGcM+fynjNnhkHn+adwZs57Oe95n/N+Ls+n+3dRGD36cwQH\nn8S3334DRpXvpptuwbJlj+KhhxIxYMBA0Tak2icJ1+D2J4t1HWmPFDM3HojjegirA5Q//1Ih4L1t\nH9EaWofxkvAUE6rlaNiZh6ecA6l5ZYc4R0TkoqQkFhQ1URFPkVy/oGAcbr75UwwY8COKiwttfYuM\njMLSpY9i7tz58PX15bSRmjoHUVGfoLFxDgYNyuYc/BwN3VQiHKR1+LdbHo7Onj2r+CX3eoG7Krm4\nA9SqsanZ6NmbUGTkV7BYZqre1KXijLUAe/O4nowODEg22aCg/qiubuyKXR4Bo5Gbj6N2k6+trUFG\nxudIT0+1WdQMBgOmTbsHTzzxJOLipkKn08m2IfUZ4zkSIie188GfGw/E4dmPheHhKnG4am74L8ty\nOZ6kuUTOOIA4wlPOzIFyJeQOue3tl6DT9UFS0iZVPCV2/ZMnTyAt7TNs2LAOFy5cAGBVRl2wYDGW\nLUvhhADK5fgKHda0PkgLzVt7+yVNoxzcchUNHz7cs6l64BIw7nLrhqEutMBioRAVlQeLBV0u4MWS\nvxW35G205eFoCWaMVs+a/Ri1IBZnkRN/rtS2QWoD6q6lVMFpPyhoKEymrTCb5e9xZ2cn8vJykZ6e\nil27cmyhBCNGjERycgoSE5MQFBRk9ztrodtMmM1ViIk5g+DgRM5nJtNGwfaZcI2jR49g7FjpgxHQ\nHdbogeO4nsSDPOh94IZLWf/NZCoW3Ee4B6mNyMiYj7q6c4L7rTP2EDmeEgO/33LJ++7MU4B0gfCQ\nkOGorm604ykGUjzBXIO5b1evXsWXX+5Eenoq8vP3274zduw4LFv2KObPXwh/f3vDGJ+nwsMXiXKj\n2vcrpWDmRku4Zc6RBx64EmoS9NkxsSaTBRs3PkwUj8yPwa2oOOuSBGUmd0ToYORocq2zEnS5181C\nQkKm4jhrJX3jVx6vrKyw/TY5eSsyMubbFZ5jt1lfX48PP/wnYmIisHjxPHzxxQ7QNI2ZM2fhgw8+\nQX7+Ifz+988KHowYiBW6lYt51+v1vS6M5FrA9SQe5IH7gDT/0b7QaJjoPsI+SBUURGLx4vVOEV2Q\nghhPSYE0B8qdeUpJ//g8xR6vEE/w2zx16hf85S+vIiLidixf/ijy8/ejb9++SExMQnp6Jnbt2oOl\nS1MED0YM2DxFwk1algNxFTyHIw+ue6h5sRYSASCpO8DfyHU6L5cnKLPHy+9PZWWFw6IDjhzwxPpW\nUDAJBQUjBduQuk9CfZM+8BbBYLDAaCwCAM5v6+vr7NSDoqOvYubMv+Hxxx/BuHGj8Ze//D+Ul5/G\njTeG4sUXX8HBg2W4fHkWnntuIpYs2azocMafR/4hnhlHa2uratJvbW1FcXGhpIiDB+K4nsSDrne4\ny4udEuEYoRdXEtXPyMjdKCmZompP12qe5A4SzGekyfta8hR739SCp5T0j89TUjWQunmqBffc8yLm\nz5+FmJgIfPjhe6ivr8ftt9+BN99cDYvlB1RVTcZjj43Gww9vUsxTJAZmK09lITr6KhITsxSvD1c/\nf57DkQfXNZS+WLOhxiJib8kLdVgFRwn447WGi1n7ExNjxsqVBcQv2cyY2ddQWsCNtG8mUzGMxpPQ\n63MQE1PAaaOyskL0PskVs+P3j6Y7QdM1oOlOBAeHiJLuTz/9iP37T4CiluDIkXewY8dWtLd3YPDg\nsUhLy8ShQ0fx/PMvgqZpYkJWqo7IjGPRonVdakHKSJ9E5Y6irNK6HghDjUKmB70PjngdtH6pk+Il\noX6KGVX4/WEfpDZterxHZb6lrsP/DCBT3dNKyY6/bw4aNNhhnlLaPzZPSaGk5CD27y8GRc3BDz/8\nBwcO5AHwxbBhMcjO3oXc3AI89tgTaGlpdglP7ds3HhQViby8CaisrJTsu9h1xAwCWvOUWwoyAJ4k\nVzFcC0muzor7VTM3UgmM/GRCsRhsftKr3CGHKQIaHj5ONj9ES4gpsgUHh9g8KkoKsrLHnJExH/X1\ndYoLuLFRUXEW0dGXQVFDYTCcQ1FRP1vfAgIGITLyYzQ1zUFAQDYslv9BSko2CgomwWg0Q6fz6krk\ntW+PnYTaXcyOO0a5uQkODoG3tzcOHSpGWtoaZGdvsx0mDIYBoKhFoOlX4ePToCghlf8syCXkMt/l\njyMiYhdKS2coSnqVU7nrvsfRaGvzFIEVgkc8SBy9nauknjdSQRYxbtCi0KnQnkKSkE+6N6vhKS0U\n5+SUQ12hgCYF6745EMAwALXIybmIiIgoh3mKpH9yc8NcY/fur5GevgZ79nxry2Hq02cYrl5NQmfn\nK/DxKVcsnMDPq1LKUwaDBe3t2wHMh063F0VFd2PkyN8QzTnJe5rWPOXxHLkZ3MV17yw4K+5XLaSs\nIGxLWkbGfCQnb1XlYQK4rmWmCGhy8laXj19ovIxl0VqQVdxdLxWOxw45k5sPsTUeFDQU/fvnAGiA\nv38OAgODbH374Yfv0dQ0F0AUmprmIjd3r62NwkIjVq0yScZZMwQhdb/F5mbgwIFIT0/FXXeZEB9/\nLzZuzERrayv0+psAvI2+fZ/G5Mnj4OPTILmGhA5GclZese/yvXWbNv1WsfdRrighu7aGB8JQmh9x\nreB64ykh7zgJnFETSGpPCQoaCn//HQAs6NdvBwIDufmNpHuzWp5yRT0subAyqbVJ6kWT+mzMmDuh\n128D0AC9fhtuv/0OzXgKkBcPEpubX3+txFtvvY6oqDuxbFkivvtuN3x8fGAwjAXwH/j4PIHY2BHw\n8SlXxFPMXPC9dUp5ymQqRlxcEAyGKsTFKTs0S60HZ/GUx3PkRiCx6vR2a5xWtQyEoHZuSKxJSjxM\nYi/BVtnvfaI1CpwNZn7ExktRFBISMlFQMBImUzk2bLCqpQnVcmIOi0JjlpKWllrjSuSqS0qWIyUl\nW6ZmQ7e1rqAg2tYeYG/1EpqbY8eOIi1tDbZu3YzLl1sAAIGBgUhMTEZ4+Dg8/vhYMF6X7Ox6hIaG\nKrJIKnkWhL7L9mox90mpN7a1tbVL5c7eOty9rrWtH3GtoTfvx2pA6n3ozVwl97wpVVLj71POmptu\n7/swGAy1KCrqJ+g5kts3HeEpR70zWvKUnHKd2Dom5SmDoRRFRY7zFJtTSd7/mLkJChqKvLy9SE9P\nxe7dX6Oz0xpmd/PNt2Dp0kcxatStePjh38ARnuKPWWo9kPCU2rUhtR6cwVOew5EbgWQBarGpOius\njaRNZvPSWveeoii0tV10mqwuyQFI7KHn31c1IVBaQG7t8Pt54IAeK1bsR0HBCERGWlBaOovoZUGK\noB05ZPJf5MXmnEteOaDpEFBUpK29wMAglJUdRnj4eNuBgJmb5uZmbNu2GenpqThypNR2zcmTp2Dp\n0hTMnDkLvr6+imsLCYEklIHku0rDOuX6xA/z07p+xLWG642rSF+UHOWqnuApdtukzybJtdj7lDO5\nijQ8Sm7f1JKnlN5HNTy1cmWB4pqDauvKOYOnhOoFHTjgDW9vb868MXNTU1ONdevSsW5dOiorrXLe\nBoMB8fGzsWzZYzCZJkOn02nCUyRjVvo9R+EKnvIcjtwIjEVEqLgXAy0IR6sXKbVtsvNTtDoYMTGn\nJpPzipyqzRUSyl3ScvykkKpYX11dhUGDBnMqXe/Y8QCmTs0HTU+DTrcHkyYBpaXTiF7kxdaxI4dM\nKbA3S4qibIQQELAdY8eGoKgoBkajeDXv6urTePfd97F580Y0N1vnaNCgQVi0KAH33TcTJtNku/5I\neV2U9Jt0vEIvWdXVVejo6CDOFZO7vlh+hAfiuN64ioSnAMe4qid4imnXFQW5nclV7sRTau6jUp7K\nyZmDqVN1Xcawg4iKKoDFMkUTg5MWPCV2OJTyMsXE2Ec8eHl54fDhQrz//kf4+usv0dHRAQAYOfI3\nSE5OQULCEsEyEVrwFH/MgHikghZ5XXL9cAVPeQ5HbgTrTc9Cfv4kxMYWIzPzIc0PR84Ma+upNl0x\nJkfJWouXfkc3GqG1w15zUVH7cOhQDDo6boTBUIvNmxswd24ggAnQ6Q6hoMAbvr6+smOQW8dab578\ne/P22zGIjW2zea7y832h11vrAFkshzBrVj8ANIA2PPvsV9i/fx8OHSq2XW/ixGg88shjmDlzli2Z\n1pEXNGdYwIVCB6USfUkg9hx5DkfSuN64ioSnAMe4qid4yhUHMmePy914Ss14lfJUfr4vVq40qzrU\nSY1XC56SC8/jR1iwxZGMxhZ0dHTC27sRTz75HbKzt+Ps2XIA1hyhGTPisWzZo4iLmwovL8flA0h5\nqqcMFwxcxVMeQQY3glydEy0glNjm7ORarZI0+WD63Z30p05Wl6TWi6OJtWKJ9lIQStjXGpWVFdi3\nbwIoKhLFxXGIivoOPj4NMJksiIiIwtSph2AwWDBlyiGMGDGSqFiu0no9pOCvU+ZvvkSqTueF2FiL\nbRyM2IRer8ett94GYA2AjwA8gHffXYVDh4oxYMAAPPro48jNNSMnZzcWLUpAY+N5h5OpnXUP2etR\nKNFXSf+U1gvx4PpGT/GUs6GVeIIUn3aPSzlXkfC0u/GUVvdRiqf4hW2lag7y51BqvFKfSd0Ley4U\nLzPB5im2ONLgwUNA0+8DeA0dHXPx4Yfv4ezZcowcORJ//OOrKC39EWvWZGDq1GmaHYxIecoZIiOk\nfRQrHeIMeA5HbgRXEAJflQSAZi9vYhuGnBKK2raYficnb0VGxnycODFY8fVJar0AvZuspUDTcHXN\nRQAAIABJREFUNHS6/QAOA9iP996L55BMZuZDKCryE7UOA9opO0mB3wa78OmKFQdgMhVJ1o66evUq\ntmzZiPnz4wF8BiATQCtuvXU03n33Q1RVVeHvf/8Hxoy5w9amUI2kniyQy4Z9vawwDpGTvEgx4VHR\n0eVISMgEQFYvxIPrGz3BU65Yi1qMS+4lkxmXUq4ifXl1N57S6j5K8ZReL17Ylg2tDFVS11HChUJz\nU19fjw8//Cfi4iahs3MDgO8A6GA0xmLDhi04efIknnlmBYYNGybZP2fylJZrjLSvbK5KStqEjIz5\ndqp/njpH1zjkXLlaq9xo5eZ3tatVqN8REWMUzw1JrRctYtD511HiviatkSMHsXAFa/7ASBiN5Vi7\ndpFgLScpaKXspKQNoeRVJnSO3d6pU78gI+NzbNiwFg0NDV3/agAwC/37B+HYsb/Bz89PMs69pqYa\ngYFBxCpI/N87K0FVbK+QexaZddPa2orJk/O6csrE6054wuqkcT1yFUnIUW9Uq3M0rIyiKEye3Km5\nWIUSnnYkHMwZPKUUruQpNe86SoUc5LjQWij8ANLT1yAnZyfa2toAADrdANB0IgYO7IujR1+W5Cn2\nPKl5D1N6D50dcsh8zqw/67zuEeQqdh6fp87RNQy1IUdqoZUVwNWuVq36LVXrRchCpMaWwL1OFhIS\nMomsV1JWN6VWMMayImTJ3LAhEUVFI7F27SLRWk5SkKqdpNU65rcRHj7Ork3m3rS3t2Pnzh1YuHAu\nYmIi8NFH/0RDQwPuuGMs3n77XRw79hNycv7XdjCSAjOOurpzqmo3OdMCLjbH/GexsrLS1jf2unnu\nuV2g6TgA4wHEAdBp1jcPrm24mqdcBUfDyl54wQyj0ay550YJ3zkStqw1TylFa2sr8vPz7SI4nMVT\naqCmVh5zP9g80dh4Hh9//CFiYyfgwQfjsW3bFlAUhXvvvR9r12bh1KmfkZOz0HYwIoHSGoPM34Cy\nqAEtnn+pvvLfbzo6OkS5ylPnyAMAzrHGsa0AgLp6Kc60kEu1ybZeqJ0bMTUXIWlTi2WGYs8YV1ra\nApquAUU94DTrFR9sy4qQQpJSq6dYGyQVsx1ZE/w2+F6d/PxQ3HDDh2htLcW5c7UAgD59+mDu3PlY\nujQFUVETodMJHwDY9SOE+tptuRRX4HOGlLbUZ1J97X4Wi0DTnTCbjTCZirFqldGmbGcwHERkZD4s\nlild/RZPrPdAHB6uEoYzPUda7SlaQEhaWq/31tyrpoW1XgrO4CklkJOddjZPKYEc34nXZ8pCfr4v\nAgM/QVPTYVy9ehUAMGxYMJYsWYqkpGWSY9GSp0jqKkmNn5SnpK4h9s5o/0x52+Ta+VzVfR1t6xx5\nPEce2KwAgPr8o56IEdfKeunn54eJE6PtrDNsK1BExD6UlNyjyjPGvo7JVAyTqdyp1is+2JYVKQuN\nI1ZPsXuhpSABvw0mjG7z5izk5aWDombj7NldOHeuFqNH34bXX38LZWU/4513PsCwYcE26VMxyPVV\np/MCTYdAp+Num1omcpPGsrNzrvjfZT+Lb79thNlstPUNAGstWpCZ+RC2bTuPjIwFPf6S6YEHJNBy\nT9EC9vl/oU7xqjnbW+cMnlKCsrLDaGycAyASjY1zcPToEdtnzuYppVAq5HDhQhPefXcV8vL+gY6O\nR1FbW4S2tjZMm3Y3UlPXwWI5hpde+hPRIU8rniorO6KKt5TwFBOtoDSqQiinViz/mZ3HpyU8nqNe\nBmd5jhy1yPQE+BYKZ3rVGO+EWs8Y3zuntfUKkK47wFhWjMYiZGTMt8VrV1dXKbZ6ivVFKylXElRX\nV2Ht2jSsW5eOqqpfu/7VAB+f27B+/euIi5sKnU5H7NUJCuoPi+WYU4oCkkJJLDs/50psXoX6BoA4\nj4qirAUrR4wYoXg81ws8XCUMrfdjd+YppR4Jd83HcgZPCbVBWvensfG8wzzVU15GmqZhsRxCWtoa\n7NixFVeuXOn6ZAjCwiZi06Y3cdNNNyu6ppY8xXiOlPKWEp6yenzMqr1TSmpJac1THs/RdQ4lFhkx\nC0BPwFXWQ8YKZFVuU+8ZY1uTtLZeAdIeP7ZlxbohbkF09FUkJmbZqemosXpK3QstlW06Ojrw3Xff\nYOnSRERG3oFVq95EVdWvGD58BLy8ngVQBZpOw0033WwLn9NKhUfqM628pkraF8q5EoJQ35TkUSUm\nbsSoUY2qxuOBB1pBqefA1Vx1reRgkfKU2vmV4go/Pz8cOfI7FBRctRVEFVN9I+WpnvAyXrp0Eamp\n/8X06ZMxc+bd2LBhHa5cuYK4uLvw739/hm3bMpCfn674YMRAK56Se6cRu8dK2gegOqqC9JlyFk95\nPEe9DM5WqxOzyGiZV+GMfqtVq3N3WKudH0Z4+HjRpEwS7wxjWamqaoDJ1AmmsGtRkS9CQ0MdshDK\nte9onHdtbS0yMzOwdm0azp61ynXq9Xo88MBsLF2aggkTJmH8+I/Q1BSNgIAilJU9bZsrUq8OO5Zb\nTVFAZ+ZVMdelKAplZd2V7x2dV7kYf/Z9dU+WcA9ca3uOVtCSq5Tk9bgbVwnBXT1HJGDyWgoKRsBk\n4ua1yIGEK9raLqK2tsnOO6hGAdWVxYQPH7YgPT0VW7duxuXLLQCAIUOGICEhCcnJyzB8+EjV88bA\nVTwl9wyR8pRer3d6LrqzeMrjObrOQRov7So1OlKLlFANGiE1NlfBGZZKrWowsS0rzz67D0AumHoR\ngHU3EbORsMelxpIEqLOqdnZ2Ii8vF489thQREbfjjTf+grNnz2D48BF45ZXXUFr6I/773zRMmXIX\namtr0NQUAOAGXLgQ4FCdDSWx5Mx8SOX/KAW7DbbVMyEhE8nJW/Dgg0OQnLwVFEU5bK2uqzuHS5fi\nAQSiuTke9fV1nM/ZBSs98KAnoSSvxxVc5ch+T1HCyqGugqNcVVFxFvv3XwVF3Yj9+6+isrKC+LdS\nXMHmKTHvIIktnz0+Z9d9am5uRkbG57j33qm47767sHZtGi5fboHJNBkff/wZDh/+Ca+99lfcdNMt\nDs0bH0pzngBlXjS5Z4iUpwDn185zFk95PEe9DM5WqxNbvFrlVcj1Q4nFj58PJKbG5iww1pKgoKF2\nuRsAueqfmDVHrgYT/xpi95BvPRs//gtYLJEwmcqxdu1i0bwT9v0wGs3Q6by65ljekkQyPiE0NDQg\nK2s90tPX4NSpXwAA3t7euO++mUhKWopbb70NN94YyrlOeflpTJrUBrY3bOTIkZLt8KH0uWLPTWTk\nV7BYZmpunayoOIvo6MugqKHQ648ACAVFRWrWBskzTVEU2tsvYfjw4Q61dS3Dw1XCcEbOEYnnwNlc\n5Yhnqvu3ruMq9v4LwKG+V1dX4erVq3bRB0r2W7H7KOUdJO230L0ByHOnSLnq+++PIi1tDbZs2Yjm\nZusaDwgIwEMPLcHDDyfD39/f7hpKeUqoL448U2oUbkmeIa7KYQ5oOkRTniKBM3jK4znygMgCrVVe\nhRTUWPxomkZNTbWdGltrayuKiwtFvS2Ogm0tWbToP7y6MhXEFhopa45UDSY+pO4h27JiNBbB1zcA\n1joBOtbcdfedsbpx78cI5OdL3xu2nUWJV4WmaRQWFuB//ucxjBs3Gn/+8ys4deoX3HDDjVi58mVY\nLMfw2Wfp+PTT8zCZKLvrhIaGYerUQzAYLJgy5RBCQ0NF50kIaiy57LmxWO5FVFSe5tbJoKCh6N8/\nB0AD/P1LYDJpWz+F5JnW6/Weg5EHbgFST6mzuUopT7E9GXzl0PLycpfxVGLiRlRWVjisUPbyy8WY\nMqVI9X4rdh+5PMX1DvLnXGzehO4Nae6UnGfl8uXLyMxci5kzp2P69FikpX2G5uZLmDQpBh9++AmO\nHPkZr732V7z66mHBayjhKaG+OOpxVFori/QZ4l73DGJjneepk+qv1jzl8Rz1MkhZDnpKlUUrKLFW\nCHk1zOYYGI1FSE2dg6ioT0RzKbQA11pyEFFRBbBYpsBo5NaSkbOeyFlzxGowCc2H1L1nLCs1NY2c\nWG5GTcZsnoSYGK53iK1mw3xmVbwT9zCxf2f1quxDSUksKGoiJ3a8uroKffr0xbZtm5Cenoqff/4J\nAKDT6WAyTcbjjz+J++6bYWvDWXlNfEsuW8lPiXU6I2M+6uvrNFP5ExqzWiVBR+GpcyQND1cJozfn\n1UhBLU9x99RoxMTko6zsHJqa5rqEp/j7vSMKZY7sRVJ7HsNTBkN/wZxnKxcViM6bI/fm7bdjeNyo\nh7e3Fy5evIB169KxceMGXLx4AQAwYMAAzJw5C8uX/y/uvDNcdJ7U8pTQfFvr/CjjKaExq81Tlbtv\nzlY5lIPWPEV0OMrNzcU777yD9vZ2jB49Gq+//jr69etH/J2YmBiEhHSfIB977DHMmjVLss1rcVPV\nAmKE0xuSUEmgfvPwxrBhATAY+sNiOSQZjiYlcqA0YVHo5ZiiKMlEd6nriBVoleqP9RpZyM+fhNhY\n6WKe1dWNotLOFEXZHerYSbB8QQCxe8GXmY6I2IXS0hkwGouRnv4g5s17B4cP/wCdbhc6O9sBAEOH\nDkNiYhIKCwfBYnnAtoatbR7GmDF3IiUlW/NQGaFDbknJFKJnyLqO7OeDFCRJr2rDg7QylLS2tuLs\n2eOIjY1VfY1rHR6uEsa1ejgC1PMUs6e2t19CaekxzJs3DK7kKaVhZlLXUcpT3deR5iqpd5yammqc\nPXuGYN7k92WxA4jZPAmTJu1HXV0Jjh8vA01357JERkYhKekRbN1Ko6hosl0YPRNi7yhP8eebfXBT\nylNacIGz3i/V9k0s5FBLyB6Ozp8/j1mzZiErKwthYWFYvXo1Wlpa8NprrxF95/Tp03jyySexa9cu\nRR27VjdVRyG2cbhSlYVBT3qqhDbrkJBBqKu7JKnCJfWZ0g1AbBPuzhUZBoOhFkVF/STvhRjRkvaH\nNJZZTumGIS6pKtRSuUli9RMyMubjzJly5Ofvx5o1n+L48Z9tbUZHG/HEE09ixox41NRUc9Zwbi4Q\nH7+DU/eiqalRUCHH0U3fbI5GRMSXxLlDWpAFqcqg2hcZqUMXybyxnxWajlQ0tusJHq4ShrscjtyN\np/R6a02+ioq6HuUpNWNxhKcAMq6SWzdazY3QvTlx4jg+/fRf2LlzOy5evNj1zX5YuHAWnnzyaYwd\nGy7h1en2DrKjCBw5ALC9MT3FU4Bz3i/V8pTY77Q+HMnmHOXn5yM8PBxhYUw9lUTs3LmT+DulpaXw\n8vLC0qVLMWfOHHz00Ufo7OzUdBA9BXa8qpLPnAFnq7LwIRefK/dbR+eGHxMLwBaPy9RLyMk5b+e1\nkarCrSSWnKIoJCdv5aiHMQgJuQGxsRb4+DTAZLLI3gu+8otwzo94f2iahk63H3wFOpL27K/VCZqu\nAU1zn1GpvvDvBbt+wssvj8Yrr7yI+++fhpdeeh7Hj/8Mg8EfXl5LMWnSX7BtWw5mz54Hg8Fgt4bP\nnavh3KsffzwmqJDjiEIc0/cTJwZj06bHiZ8huXtDssZJnlnSPAvSvimZN/az4sG1CVfzlKuh1T6h\nFkK5G0zuiF6vR0nJcqSm/oiSkuUu5yk1Y3FUyVYpVwlBit+V9IW5N3l5Oixe7I2FC+dg6tQYrFuX\njosXL8Lffzi8vf+EyZNfx/vv/xtjx1rD5/j7Nk13ctqsr6/ThKfY892TPCU0ZiXvl2JtqOUpVykn\nyx6OqqurERwcbPs7ODgYLS0taGlpIfpOR0cHYmNjsWbNGqxfvx4HDhzA2rVrNR6G6yF183piQ3aF\nYAIbaheo0rmReniZzQOATQKUuaafnx8mToy2s5RJiRyQSGKTHFzU3gv+3PAL34ltSGFhwxEX5wuD\noQpxceotOtXVVTCbjaCoB1BYaOSMyTo31iRco7HIFmbHzAd7I29paUFW1no8+mgSZsyYhoyMVFy+\n3AKjMRYff/wZjh8/gUOHXsT27U9x5oY/b5GRE0TvlSMbJH9NMcmcSgr9kkjSyq1xknWi5uVVqm9K\n5o39rHhw7aGnDw6ugDuUoOAbvxiuSkjIRErKDjzxxBikpGRzfusKntIKSl6cteIqMX6X4yn2/586\ndRJ/+9ufER9/D373u8dRUHAAffv2w4MPLsSuXXtw/PhhHDyYiI0bl0ryVFjYcE32Wz7chaeExqz2\nnYZvRFYzb65yBMiOUCzqztvbm+g7ixYtsv3t7++PlJQUZGRkYOnSpUr7CsB9RAe4N88aw8s86FKf\nORPsw4KzYV2gG2E2o2uBLib6ndDcMAn60u7TjaIPJVcBiJacb8bqZBU54FqdmA3A2ifh/A+mLxkZ\n82EybRUdv5p7wZ+b+vo60f4wfWLmbcOGxK7vGVU/F3L3lO1VYiyS7Htz/PjPSE9fg02bsnDpkjUk\nYeDAgfD3j0Jt7f/Cx6cec+Y82HUtrrId+/4z86bX6zn3Sq/Xo6LiLEJCblC9/oTWFGD1Ovr4DCC+\nb1JrRcnzL9Ue6fpX0jcl88Y8K5WVJ2Xb9KD3oad4ypVQu08AyvN6SJ5TLlf92iV7bD//ruIpLSDV\nH6ZP7HnUgqukwOeppKRNXYVXc9HZ2QGzuRX9+6eiqekn22/uuGMskpKW4YsvvPHFF1Nx/nwxMjPH\n24kpCPEUAM74ATiFp/gHNFfylJI22ZBqQy1Pya03zUDLYMeOHfSTTz5p+7uyspKeNGkS8Xe2b99O\n//TTT7bPdu3aRaekpMg1K4j29nb63nv/SxsMpfS99/6Xbm9vt/u8vLzc7t+dAaYvPj72fZH6rLdB\nak7b29vpM2fOKBrflStX6MGD/0wDJfTgwX+mL126JHpPy8vLaYOhlAZo2senlP7ll18E++KK+eb3\nhRk3818t1l57ezt9zz2f0gZDCX3PPZ9KXkvuWbhy5Qp94MAB+sqVK4r7IHRP+ePPz8/v+vsy7e39\nVzoyMpKGNUaCBkAbjUb6888/p3/66Se7e8ju95UrVyTHITVeqfXHvh/s/xdaUyTtk8wbuz0t1mN5\neTmt1x+kgXLaYDhInzlzRtV1hPqq9Ln14NqDh6ekr0e6L5DyFPu6Pj6l9N13f0Lfc8+nms6/HE/R\ntHpu4I+DhO+UzKMW4I9/3759tE73Dg18QQN300CAjaP8/PzolJQUurCwkO7s7BScO6XjcISn2H+f\nPHlStC+OwBk8JTQO9r+rbaOneYpIkGHOnDlYv349hg8fjnfeeQf19fV44403JL/T0NCA119/HatX\nr0Z5eTnef/99tLW14fHHH8fcuXOxcOFCyUObUtEBZ6lpSEEqWVpNIjUJ1Ca5qvG4OWNO+WIF27Zd\n4CibCd1Ta8JkEWi6E2azUTR5T0gCVCuIJdayP3N0niiKQkJCJgoKRsJkKseGDYmiCYrV1VWiz4JY\nwqojCdL88b/22lgkJ7+KX389CKA7cfWGGyYgPf1vCA8fJ/g7vsw5X9lOLNFTTQE76/3grhu+WMSq\nVUaYTFdBUUNhMJyTFc8Qb4+rwAR0e0UBdQWBKYpc9dCZ8Eh5S8MdRAfUwlk8BajjKnfiKXUFM6V5\nivk+w1WAtrLHUjwFSIsZKG2DJJFeiqfEoBVPxcSYMXPmFbz88hYAhejOb7oZffrciuLi9zFs2DDB\n3/LnjnQ9qOcpbgkMhrcKC40clcG2tou2CAd1c6M9TwHSBXqducew4XJBhsGDB+ONN97A008/jfj4\neBw/fhwvvfQSvv/+ezz44IOi33nxxRcBAE899RQGDhyI2bNnY+7cuYiKipI9GIlBq1h6rSCVLK0m\nkdpZUBtb7ow55YsVhIePs4sRZqDX65GRMR9btzbgjTcmwmw2ivaFicdlH1i0TDSWirklmSeS/gjl\n/DC/4xdT5ecjBQYG2a4vlMzLJAE7IlyQljYP//d/e9DevhbTp8fi11+/A3ARt99+B7y9XwVQi/r6\ndzF48GDReQsNDeP023r/5eOHlcQZs+9HQcEkFBSM5CTLsvsTHBzCKrSag8DAIMVzU1lZgX37JoCi\nIpGXNwGVlZUArKGDSp49/nerq6vQ3DwXQCRaWuaipqbGbQRgPLg24OEpYSgtmEnKU8z32VwlY59W\nBLncECmhB4Ccp/jzTcpT/BwgraHX67FqlQnLln2K48f/hpdfXgHADMCAwMDx8PZeA+AEOjpeR3t7\nm91vxeaOdD2o5SmzeRLKyo6w/o7G6tVxHMEpfl61UjiLpyoqzvIKyVfa5UoJCU65O3pdEVixU6ic\nxeRagRqriloZRv6cKik8JmUBZN9DAKLeEiEPANuSwr//jFUFkLZkaA25tUdq2WQsO92WpAWSxVQD\nA4NQVnYEY8bcgZSUbNvv+EVwS0qWd31uLSCndD7Ky08jI+NzrF+fgYaGegBA3779sGDBIiQnP4I7\n7wxX9Ozxn2H+emCvG76FisQCJWTJFVs3WkiUnj59CjExe0DT06DT7UV+/lS8/HIx8vMnISpqH0pK\nJnPuG2lBYHbdDSmLtLO95h7PkTR6s+fImVDKVVrxFLvuDEm+EAlPye83Vou80VgEnY4W3W+Y77e1\nXYSXV1+Wp8A17yxayGALvReQ8FR4+Djo9XrZNtS843R0dODbb79BevoafPfdbpsi8i23jEJS0jJM\nmTINt9wyyqEaRM7lKfuoBjWeKyl4eEoZet3hSAquct/1JNSGKqg9ODJzGhgYRLyRK3kIpB560qrc\n3e1ZX/75la5dVfNJbO3xx5GbS+P8+Qa74n78sLrVqydzQtDYxVS5hPSVXd2DwMCgrmTecairO2dX\nMNfb21vyxaG9vR1ff/0V0tPXIDd3D+uTW9C37604ePADBAV1e1nkQkyVJzbzwwzUrVu5it3dz0Y0\njEblB0fA+sIRHv4BmpqiERBQhJ07ZyMuTgemlsfEibtw+HA8ccV2oYKN7e3tomtarNCkFsI1zIvc\niBEjVF/jWofncCQMpVylBU+xa8KQvuQ7+rLGr91TUOANX19fyf2moCAakZG5dgcJVwhitLa22rhB\nqpi3GE8x42CLKbF/J8ZTJpN9WLXQmNn1+OT2sOrqKqxdm4b16zPw66+VXf/qBeBe+PsH49ixt9Gn\nTx/BfoutCbKi69rzFN9QKGz8v7Z4Sqv17gyeuqYOR9cDHMk5cuTgSFqwsrq6ChRFER9OmAOB2TwC\nRuMZQc+RHFlKWzJcU0FaCuxxREcfwPffNwha7uzH4Y2VK80cyxJTXI5NSHq9Gf36fYULF+YJxpGz\nN9aYmALodF5dB0n7uamsrMDatZ9j3boM1NbWAAB8fX0RGxuHPXuWAFgGoNSuKrnc2NUclEnzkcTa\nJb2nra2tqKg4gbCwUYri79nrPTa2DUwe3ebN5zFv3g8sC91d8PMTflkSuqZSz7iUJVcuJ4DssBqN\ntrbxxPNyvcHDVcJQa8hz1MApx1VqeIr9O/5zw7fIFxXdjZEjf0PUN/ZBorfwlNTvhHjKmmNszenc\nt88b8fHZktcNCuqP6upGUd7o6OhAbu53SEtLxe7du9DR0QEA+M1vbsJdd01HamoCgLsBWIh5ij0O\nOa7y8JQ2PKXVencWT8nmHHlwbcDR2HKS2gpMHOoLL5hhNJqJdeh1Oi/QdAh0Ou5ylIuftu/bYRiN\nxQgNDSXW5OfHz1o3oO6YWC1iZNnjWLFilGjMN3+OQ0PD7IqrMveQ/d2oqL1oaZkNIBDNzfGor68T\nbP/EicFYvXoyCgqiOfHiHR0d+Oabr7BkySJERd2Jd95ZhdraGtxyyyjcfPMidHTsQnv7HAwaVA6g\n1K7uhhSU5APwx0+ajwRw7xMT5hIdfRWJiVmy8dPJyVtx1119FRVJ5K93k+mgLY8uIiKSU8tj5MiR\nxM8e/zllxgVAdE3zn5O6unOqi8Cy55EtO+yBB66AFjlQpLVdlPCU1HOjpHYPn6s2bfqtJjylBUh5\nSup3fJ4KChrKyekEgEuX4iHGVQyEeKO2thbvvbca0dHjkZi4ELt25UCn02HOnAexZctOmM0W/N//\nvYFBg/ZDqD6UHEi5SoinjEYzDIYcxMSYPTxFyFNK1rvUeJ3FUx7PUS+DI0oujkJJ6JhYCBwfWrla\nKUqdWh27fYPhIKKiClBSMsVhd7kY5NSClFhO2SGPSUmbON43wD7mnm2RM5snITLyG8TFXeCFJHgD\nuAf+/iHYtet3mDq1HR0dndDrvZCX54vGxvN24RhyfVSSD0AaZiDUBnOf3nxzIkymTjDhAkVF1o1f\nCErVhcRUmPjrvbW11RZnr1Zhjp3LwKgLkaw/KQudEsVPdu4aTUeqGsP1AA9XCcMducpZPKV031bK\nVVI8pdYzLAUtVO34/WaiIVasOGDjqrVrF3HymFtbW3H27HEMHToc0dGfobFxFvz9/4m4uCbs3r3L\n9pLs5xeItrYEREeHYcuWxznjFAsblIMSz4Z9GKf8Pu3hKXIoGW9zczNuvfV9UNQiTXmq13mOtLDk\ne6AOUlY9fmXq0NBQIiuEVtWO9XquAhAp2O1HRu5GSckUEfWYSaisrHDYq8QU98vJOS9IOEotp4xt\ng+19Y0IVo6PLkZCQyemfl5cXli8fgtjYlTh48BWsWvUmfv21EqGhYVi27DEAXwPYhebmp1FdXQ2d\nLhtAHwDZCAwMIg53EbMkAZC0CAmNnxmj2HzzLX51dXXQ6fYDOAxgP7olXO3Bt+SKrT++JYuvwsRe\n74yV78EHh8ha+aTWkJi6kBykLHRCFeQZ8Ofxhx+O2ay8HnigBBTlmDqmoxDbR53FU0r2bTVcJcVT\nSjzDpJDjKTX9ZuaN4Sqa1iEpaZOtr83NzRg37iNMntwHkZH/QFNTHYCFaG5ei6+++gI0TWPatLvx\nz3/+CxS1C52dH6Ck5F5B5VqlPEVRlCLPBvt+W/fNaFBUJMzmaLv3BAa9maf4c8WGWp6SgpL3wh9+\n+B4U9SC05qledTjS6sF3Z/Tmwx+7MjUplGxIzgC7/U2bHhcN64qJMWPlygJOWIPategIcZe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ZYdNGiwy/MhGAXAWbOGYNy4j0BRlOCafuEFM4xGM6d4obPDLDzwgI1rgaek0Ft5yppk/gWEcpeE\nx2jdNzZsSERm5kOi+z0fTBivTif/usd+AU1IyMSkST9j2rRncP/901BS8ld0dm5ER0crwsPH4/33\n/40jR37CU0/9AZcvPwIgEJcvP4SoqDzJwtZi+5878ZSSa8qtf2eHnEr1lfvusVU0VcDDU/bwhNW5\nOfiuRK1dzs4s2sWAce3m509CbCzXtWsvJ+wNvV5v5zoVcl0DEJwbofaAbulJiqJQVnYY4eHjZaUm\nrbKU9t8tLi7ErFlDAEQCsCAn57xNvYcP9hj1+iJ0dm5HZ2cxgD227+h0t2HUqCjk5LyJgQMDOOOu\nrq5CUNBQJCVtspNZFp9vaRc5yT2WWxti1ip++3y5arXtscGWJx80KBslJYx6jTpXvthzJTZGqfvP\nH8e+fUBDQ4Om0qauhCesThxqrNzXIoRCXnpjeJRVdnkETKYznD3WEZ6y8g1X2jgoqD8OHiyzCwcM\nDQ1V7AGx9ns98vNHIja2HBs2PCzab9K9f8+eb5GQ8C6AIwAuAgC8vf1A07MRETEaO3c+xwkdTkjI\nhNk8AkbjGaxdu6grikLZXqy2r1rxFPsQoLQvYiFfWofcCT1T3QXhh8JgOIeion6i6QBSqQIenuLC\n4zlyc7jG6ufcImWVlRXYt28CKCoSeXkTUFlZyWu/mGWxCOOMl7G6VFZWCCaLCp3trW7uaFBUJMzm\naFRWVtgsJA89tJZj8ecXtGOD7x1obm62WYDk1HvYCAm5ARERX8LL61HodPeis/PvAPbAy8uAxMQk\nfPnltzh0aDNycz+wOxgx/U5O3oq1axehqGikbK0EfmKt1UVeDB+fw4osu1IWMSlrFbv9goJILF68\nXhMLHBtlZYdZ0rJz8OOPxyQ9d2qUnaTGKHX/ueMowosvmgUtdx70fii1cl+ruBaEPaSEHdTyVGVl\nBZKSNmHevKtIStrEWSdMGQummCVFtavygJSXn0Ze3lV0dNyIvLyr+OWXk0SeKz5aW1uxeXMW5syZ\ngYSE+bAW2LwI4Ha88sqf8fPPJ3Do0J85ByMGbO+U2rXQ3VfX8xRfgEKpN1RszEoFUUi5iv29oKCh\nXeqJDfD3z+F4IOXVcK8NnmLCMbWEx3PUy6C1Na7bWqZNkTIhnD59CtHRuwGMAfADCgqmw9fXl1P4\nUs7qwhTesxaIK+bVhBEWZGASS1etMtoEC/T6VFDUOJB4fPjegYiIbHz//VyORfDo0SMYO1bY0kJR\nFL75ZhfS0j5Dbu4e20Hutttux5w5DyIl5XEMGTJEdN7UWtKEEmsBdNWP6K84lpudhMmu+yHWN3b7\nERFfwWKZKTkGtmUPEE/0ZIPvOWIrKAnNBd/jyLckCiVI24sneMPb29v2u9bWVtv91+v1nGsy89be\n3q7Ka+dO8HiOxKHTodfeV2ejt3mO+MIOBQXe8PHxcYin3nxzImJj94Gmp0Gn24uiorsxcuRvbPuN\n1eNijQZYvXoyR1iHv9+IoaDgAObNC4K1kPohjB+/A8eOzReNsODjl19OID39c2RlrcP58+cBAH37\n9sPAgRGoq/sfxMZekgxX1LrQaE/wlJgAhaPCAnJtCH1XKuJCDU+JzQ3DYWVlRzB48GBMnarrlTzV\nPW/RaGsbr9l1PYejXgZnhNWJuWS1QmtrK8LDP0RT0xwEBGQjPHwozGaTIoUefiiD0KYXETHGNjf8\nDYHZoKKjD+D77xtkX6qZfjMv4AMGbMHly/NAURNlN49ff63E2rVpWLcu3WYp0un0AO7HuHFjkJPz\nEqcyuBiUbKxCv9UyzEVo47aG+VlDKfiHaqZ9ISU3AJzDkNqwA/bhROwe2q8hPVauLBBUj7JYjgl+\n12yehJgYM6vwnbQindBnzlQLcwQkSceew5E4fH0Pw2gscrv76g5whiHPmeIw7P0+IGAHxo4NRGHh\nZId4qrKyQjB0rq3tInx8BgCAIE9J7TdC/Wb41cpTD8ryVFtbG778cifS01Nx4ECe7d/vvDMcS5em\nYMGCRejTpy/R4UDrPa4neEpMdU2L9UZ6yOKvo4iIXV0Fwp3DU2wDM/9Q35v2M/a8aXma6R2j98Bp\nsLpkrYRgdcn+TvW1xDaTurpzaGmZByACLS06FBTUgKLklV3YVZH79ctGcHD3QUZO9YavbNKtwpOE\n1tZW5ObuxV13LYefn59ov5naDkePHsHttz+FlJRsmM16wfY6Ojqwd++3SEtbg927v0Znp7U6+k03\n3YJ58+bj/fdngKKm4YcfSlFbW0N0AOWrB1EUBYvlEFGulBJlFxISEFLk6Q6lsK8rwm6fr9TXvUFv\nxKpVRmKlH34/hWL++eCvE5qOEW2P/93Q0MW2+aeobquukOqU2DX599CdCIdLlht7FSG6C06cGAyD\nwTNvzoYr1iq/0KTZXO8wT/GV9IKDF9is3CbTLmRmLhbkKaH9hjEKCvFUWdlTXTz1tCRPnT59CmvX\npiEzMwP19fVdv++DefPm45FHHkNERFRXbRzY+i8HR3hKCZzNU+w2goKGsiJTlK03oX6S+CDY/BMR\nsQ8lJfcIrj+teIpddLywEKxDfe/az7rnQwdAO8+RJ+fIDeBsNRMp1NWdQ3PzXACRaGmZi5qaGlV9\nkYrtZce2mkzFMJnKiZRd+GRVU1PNURJSoqbC3gRTUrKxfPntSEnJ5hRzFYrz9vPzw8SJ0fD39xdU\nhLNYSrB69d8xcWI4Hn54Eb7++it4e3sjKGgCvL0/QWjo83jmmRWIjT2uSs2J6TdFUcS5UkpAqsrD\nj10GwMnrEoul5qvlcKVtJwEAkbIgv59y942BXm+VUd+6tQEZGfMRFjZcNAZbbE3RNI3g4BDV6oju\nmo/hrGrm1xOGDx8ue197cn+/VsBfq5WVlZrPKbvQZGysRUOe6lbSq6s71zWO8YLPHLNXBAeHwN9/\nBwAL+vXbgYCAQap56sqVK0hL+wwLF85BdPR4fPDBu6ivr8ftt4/BLbckgKJ2obo6DuHh4zkHIyXo\n7TzFb0OosDvJc6yWpwAuV2VmPtS1FoV5KjV1Dj7++Aekps6xGQqZPDiyHCP7ouP8PLreAoa3T5wY\nrOl1PWF1PQylaibOCFXodokXgaY7YTYbFYc4kSjGiBUQE7bWdLt9ScMMSOZGrpgrSaxtZ2cn9u79\nDk8//TfU1x8FYN3wbrwxFMuWPYZp06bjgQf6ixZQkwtRUKqORgoxpRu+i97b20vQOse/h2yFIrFc\nNbGwNiYEIyNjPpYs2Wz7Oysrgeg6pPdNLOeIJORQKAxBSIXJ+j1hNUZ3Bmk4jCesThpSe47WalW9\nCVpylVY8RdKOXKFLsfAkEp7qHke0ZDhmd7j7MBgMtdi27YJinqqoOIv09FT8+9//RVubtaC4n58f\nZs+eh5kz43HHHWM1z4fUkqfYXEhSPJaBGp4ChMPamMLuQjnOWvIU0285vgkK6o+KijrJfFu5UEH+\nu1dPFBZ3Bjxqdb0UfBUs5v972nrLtla88cZEmM1GVX2RU3fhW8+ZMznXWvMfzlzU19fZ+vb3v8eg\noCBatG+MWomYZYaZ86CgoXbWE9KaSPX19fjgg/cQExOBxMQFqK8vBUBDp5uO225LQW3tduTnh2D0\n6NsF50LODqFWHc0R8BVrVqzYL2rlsr+HOtB0MGha3Npor/LErZ9QU1ON/fsngqKicODARI6SITMn\nYveN/XdgYJCgVU/o+SL15DBFGtvbrUUa6+vrJBSJyKyTQHd9ptbW1h71Kij1vnqgHD29vzsCd/J4\nacVTJO0wzzh/n2Dmg+/9VsJTzDj27r2MjIz5ds8cu3Yb48UymSx2+52Uh/2rr3KQmLgAEyaMxT//\n+Y+ug9Ft8PZ+Hjt37sa5c3dh+fI7sHJlPkymIk3rU2nFU3wu5O//Un1Vw1OAPVdt2vRb297Y7fET\nf/9whKcA+71CjG/4Sq1Hjx7hPKtS/Mb/TOq7bJ5ij9Ed9gNXwOM5cgG4FoEi0HQHCgqMiI0tRkbG\nAruEdS08R6TJhGyrt9FYBJ2ORmGhkagv/DZIrBB868jbb8cgNrYNFDUUen0VJkwohsUyxWatSUra\nhIKCETAaT8HLyyCYMMhWKzGZ7K1xUhYZAJJW//b2duTkZCMnZye+/HIn2tvbAQA33HAjfHyi8Ouv\nv0Nk5A8oKYnlJMGyPUXWNuStx3LeNxIBAilI1fJRqqzGV3YqKvLFyJEjBb8rtS5Onz6FmJg9dmpO\nzO+kLGl80QdHBBGE5kapIh7JM2yf9D0EZvPNdnVV3Akez5E0SDxH7irIIQYtPF4kXKWMp9gc2qma\np9SAotg1kMoB6Gztk/IUdxz2XCVXu01qHz179gw+/fRf2LlzO6qrrS/uPj4+iI+fg1OnRuCHHx6G\nyXRQUNmMJHdTCbTgKb7ogJLoCzaU8BQgX69I6DnWgqfk2mDPDd9zVFKyHCkp2Zp6p4XW4iOPbBOs\nAeYu0JqnPIcjHuQ2UjUbLful12CwoL29CsAsjnoN6UPPJhyxvighNiH5Ul9fX2KFGqUPJF8db98+\nPeLjdwgSgnXeul+c8/Onws/Pz65vcocKJYXQmM8aG89jw4Z1eOutD3D5cg0AwMvLC3fffS8eeeQx\nTJ9+L9rb21FWdgRjxtzRlQQrrMhGGhIgtzk6SvJC4QpKN2cGUocaJWBeOoSK25JKxCoJ6RR7ptnq\nUY6GckjdG27YSQmAHQDmOzSHzobncCQNkgOAM0JXpPYDR/cKLeSZ5Q5HSjhEKDxXr/d2Gk/xwd/v\n8vPvgp+fryKeEhoHe16VhqQxIkCff74G33yzC4D1Ve6mm25GcnIKEhKWYMiQIXZhZuw9ni8XrdVB\nUu01mL3Yy6uvIqOxGLTiKaZvQs+xVjzFbwMQLjlRV3cJzc3N2LdvD6ZOnY7GxvOaSakz4K/F//73\nGB5/vF6TeXQWPGF1LGjt5pNL+iNNCuSD7a6NjNwH4Ccwhd8AWlXCtlRflIRy8AvReXt7E4ccqQkX\n4RcsA2iOIERTU6OtfZ1OB5qOg1WBJA56vUGwb3LF40gLocXEFKG8/DRSUpIwbtxteO21V7oORiHw\n8nocO3d+jXXrNuHee2eApmmb0EBKSjYyMubbXPAAOPdm0KDBnORadpE2NqTCnNSuPT6krqMkzCos\nbDji4nxhMFQhLk79ZqzX67FhQ6JgcVvSQnxKQzrZYOZj1ChrzZHExCxNQjnEwA47GTBgC4AHwKxv\nQF0ytAfuDTX7uxyknmMt9gqlRTDVQAmHCIXnOpOn+LDnIr1inuKOw56rSEPSamtrsHr13xERMQYP\nP7wI33zzFQBvAIuh13+MTZt24He/+72thh4/VJDZ45k8GjXiAWJwZO2x9+Lk5K0cTlX77GjFU4D4\nc6wVT7HbACD5fKekZOOJJ8YgJSVbEU+Rgr8Wb711NGeNXw9c1Ws9R1omujKWDoqiJMOKHLGmsV2r\nVt19e0s5CRjLgVRfhDwAgL0VgvmumOVebjxqwkWEakKsXGmWcFdnse6xeKI7RUkXj5Oy3p4/fx6p\nqf/Bjh1b8dNPP9r+ferUaairuwXHj8fDZPqV2KshlJQ5b95AW3KtVC0pMaubVpZcoXAFISlTEkui\nMyzi/PaYInXh4dIhGmr7wvXq5oCmQ0BRkUShHGotpEzYye2334GUlB1E67sn4fEcScNVUQ6kCepa\nFeV09Pkm9RyR8JTa/mjljZfiIiU8xXxfjKvEQtI6OzuRm7sH6emp+PrrL9HR0QEA8PMLxDPP/A9y\nc/1RUnKnrOgAG1qIEwldU23dRCXrtqd5Sqg/pIJLamoeMXOhJuTQUZ5iipwrWeM9AY/nqAtaWYTY\nlo4XXjDDaDSLnsAdsaYxFgE/Pz9RS7kSSPWF7wEAxK0QUpZ7ufGwJZKZDUrOk2dvAQyzuw53HN0y\nqEIPPTsJUUpWV8jqc/iwBc899zQiI8fgrbde7zoYDQLwIgyGHVi16p8ICooEEAadjvuokHqjmKRM\ndnKtmCyslOVO6doTuxdS1+Fb/eQsiVpbxIXaZ8uAS60rfl9IvcrdMtxfIibmFFsfnVwAACAASURB\nVGJjxYU02Nd0xELKld0VX98eeMCAv96krMVaeX2c4fHiX5+Up9T2R4qnlMssL8C2beeRkbFANU8x\n3xfjKmZvYA5G586dw/vvv4Po6PFISJiPL7/cCQDQ6aYD+BodHbswf/5i+PoO7KrlQ/5KJyftLCVf\nLgZ+ZIhYlITQNeUiQNi/6UmeEgJpG6Q8JfQMU5RVdErs2XcWT/n5+cmu8WsRvd5z5GhMKv+EnpsL\nnD/fIGqpdoUVQgr8nCNHrBCOgPE4MQl6a9cuspPhZscy83/LjYEWF0Sweg4OIzx8PPR6vc0CYv0d\n13MYEjJIdt00Nzdj+/YtSEtbgyNHSm3/Hhsbh6SkZVi/vhVFRSYYjcV2yatKcln4Hg8xDwjbAxoZ\n+RUslpmqc2eErsn2qjJrR6wvWloS2dYqAERWPq3aV+JV7rb6WhOkMzIW8MQ6NnIqiDMSvUKJzd7e\n3ppUU3dWHolaeDxH0nCF50hoDw8MDBL1qvY0TwHyOY58uJqn5PZb/nVIeUpsfxfai4XQ2dmJAwfy\nkJ6eiq+++sImAhQaGoakpGVYvDgRzz673/buI8dTUlDDU1J7qlLvD/+aAGxeNUDYi+gsnuJzk1j7\nWkFuToVyxbp5ii8q5eEpj+eoC0ryI6TAzTkx4+WXiyQt1a6wQpCCtC/WCt7yOS9KUFFxFvv3XwVF\n3Yj9+6+itNRi8+QVFERi8eL1RJacysoK7Ns3ARQViby8CRwpZ0YxZdasIQgP/xAJCd3XrKysUOQ5\n/P77o3jhhWcRHj4azz33NI4cKcWgQYOwfPnvkJ9/CNu25WDBgsXIynrYtqakCobyx8EGRXELn0p5\nQNgeUIvlXkRF5RG3x5faFLomu4DdmTNnJPui1JIoBq61KgsJCZlEVj5H2mdby5R4lRkZbut3ozny\nqdzrjEB+fvc1dTovzr7x/PP5iI6+isTELJvFTmk+pLPzSDzoveA/G4zylRhXuQtPKVm3zshzkuIp\nuf2WDVKe4hc+VbIXNTQ04KOP3ofJFIWFC+cgO3sbOjo6MGPGA1i/fhMOHizDc8+9gNDQMM67jxxP\niUEtT0mNQ+geKuEpwOoBkVo3zuEpPjdxeUur/VYJT7Gf4e7vjreT+VbCUytXFnDG5OEpcfRaz5GW\nYE7oFEUhNraD2ALREydkNYX1+AXllMQBi0FI5e6ll4phNk9CRAS5RU5KTcaqmDIQwDAANfD2rkdH\nR7xorhLfc3TlyhXs2LEVaWlrUFJy0PbvEydGY/bsuUhKegT+/v6S45SywGrhAeF7QMUKjfIhJLXZ\n2Hie41VjX9NqLY1GZGSuney4lHdKjQWar85I0zWgqAeIrHxq2udb4NhFGeW8yt3zb1+UkX1vmOKO\nbIlewFoksrW1FSZTJ/jPgholR2fnkaiBx3MkDVfmHDHPglIlxZ6y5MrlOAr1VUuPlxRPKdlvyXmq\nFjk5F20qc0IRLgBs6pje3t4oLCxAWtpn+OKLbLS1tQGwlopYsmQplixZihtuuFF2nK7mKbk9lekL\nRVF25RCYF3qm6Ls78BR//Hze0sqL2ZM8xX+/ZQqye3hKGL3Wc6QlmBN6aGiYIku1VidkNad3JQgJ\nuUEy50UNQkPDMHXqIRgMFkyZcggjRoy0xXZnZqYQz6OUmsyYMXdCr98GoAF6/XYYjcdtxVr51jP2\nQ338+M/44x9X4s47R+H3v38SJSUH0b9/fzz00MPYvXsf+vZNwV//OgMpKdmycy7lHdLCssX3gPr5\n+RFZfPmF4BYs+MTWFwCca3YXsBuP0tKpiIr6VvLesO0laizQ7PGbTMUwmcqJrXz89kjaFyqeR+pV\nZub/xInBdt9l35sNGxKRmfkQ55pM37y9vTmKj+fOSRcMJJk3LfNInL2/eOAasJ8F0vXQ0zyldN1q\n7fGS4qmMjPnE+y05T23DqFGjObmw7PYAq+HqllvOIC5uOWJjJ2Lu3JnYunUz2tvbcc899yE9fQMO\nHTqKlStfJjoYAa7nKbk9lekLn6cOH7bY+sNXpOtJnuKPn89bWrwz9TRP8d9vabrTJTxFum+4G08R\neY5yc3PxzjvvoL29HaNHj8brr7+Ofv36Kf7OU089heDgYPzpT3+S7VhP1jlyZR6PXCwzH2o8R0w7\njlrk+BYodnyyXq/njIOduyHXnljf+Fa/CRO+RmnpTMF5unr1KvLyvsGHH/4LZnO+7d/79x+JV199\nBjt26FBUFIfIyK9QUnIv1KjpsKG0to7WFlG252jAgC24fHmepJWNbXUSs5YqydWRAz9e2plzoUX+\nodrnimmfrfjI5DWI1RKRu5aUBZg/j3IeAbG4fiWeBI/nSBruzFU9xVMAN+dIzfOulcdLiqeUJJeT\n8tSkSd/AYpnJ8Q5Y80GKsHRpXzz++CbQ9LcAmDCzQAwfPgmbN7/JqR2jxfjdiacGDcpGTs4cTJ2q\nk/FO9QxP8ccP4JriKaYPYjWvlPSHlKeYNuTulZr9hQ+XF4E9f/48Zs2ahaysLISFhWH16tVoaWnB\na6+9pug7//nPf5CamooHHnjArQ9HpNBioQPKKzg7+nCohZhLmPn7zTcn2oUW+fj4OLSxc0MZdsHL\nazo6OiZxNtVTp04iPf1zZGWtQ0NDAwCgb9++aG2dic7OV+DjA467XK83o2/fL3Hx4jwEBGSjrOwp\nVVW8tbr/StvkH06PHj2CUaNGIzr6M07oglCCtpTUOeA8l7grwnocJXUtSYdtOGAKBGtZvZxpT02C\ntJpQCs/hSBruzFU9xVOA4wYHLV6A+ddxNU9Zyzj4gKLKoNP9EzR90va7gQNvQXPzcnR0/AE+Pt8L\nHhS0Gr878BRTt4kfZscXfugpngLEhTW0Qk/zlNb9kQPpvVKzv/Dh8rC6/Px8hIeHIyyMKUyViJ07\ndyr6TmFhIfLz85GQkKBl33sEjOsPALFLVAr8IqxMlWt3A98lXFZ2hPN3XV0daxx5eOaZvQ4n/rFD\nGSZP7ofJky3w8SlFdLQZhw4VY+HCuYiJicS//vU+GhoaMG7cOKxa9R4OH/4RkydPh8FQhZgYM8dd\nHhn5LS5enAsgChcuzEZNTY2q+VASZqAFhMIjGKnNS5cu4tKleACBaG6OR319nWB/GflY/r1g/nZG\nMTlXJWhqHY7jSPvsROfExFRNSg7woTZBWm0ohQe9C72dp7Qq1cG/jqt4ymCw4I47spCevgadnfcA\neBo0fRKBgUF46qlnkJeXh6NHCxAb2xcGwzeIiTFz9lutxu9OPOXn54e6unOSXNVTPAVIC2tohZ7m\nKT6c3R/SsFp3fA+WPRxVV1cjODjY9ndwcDBaWlrQ0tJC9J3a2lq8+eabWL16Nby8eneKE//BB+Dw\nwuLHMgcHhzg97lINAfAV78aMuYOz6CMiIm3jmDixBRbLNNvGXllZYacKQ9K+Xt9dgykrKwlvv21E\nUtLH+Pnnv+CJJ1KQl7cXffr0QWJiEnJydmP79u1YsmQp/P37Q6fzstV9YBPEe+/Fa/YQunKjkyJL\nJTll/DXMVujRqio5ab+vVShRIFQLUtLhvxypVbbyoPfAFTzl7CRrrZTr+NdRwlOk/Mjmqc8+m4uZ\nMy/jppuWoLT0LWzcmInOznZMnBiNTz5Zg8OHf8Srr/4FcXFx0Ov1HJ5yxviZ/rkDTwHkXOVqngLs\n83iPHj2iyXWvZ5Aezl29v5BAdlWJRd15e3vLfoemaTz//PP44x//iMDAQJVddB9wH3ygsrIS3t5e\nDrnkmY21pqYagYETWaFqG1XlB8iB667fSLy58C0+TU2NyMxc3OWSXSw4DrMZMBqLARhZMt8UFi9e\nj5KSKcRjPHq0DCtXPoM9e761rbXRo2/DsmWPYuHCh+Dv379rTIEwmb7GqlVGFBREg6IiYDbrUFNT\nbUtIpCgKkyfnw2wuhdGod+ghVBsupuZ3VrLcaJvT4ODFts+YDYh9L8TAX8NcD+D/Z+/bA6Iq0/8/\nAzOI4gUVFBIUszJNkYuCM4iX0so0FQsVFc3attou3902277ubvtt29xdK9vd1q22fpniBbMwL3TZ\nbgoyAyijoFZqmyAkKiiaIOgcOL8/hjOcOXPuc2Y4A+/nn8I5l/d9z3mfz3mf93k+D1wSoVpBrN1d\nFe59tiMnZ3F77Lx2RK7kmTMfRwzknkcQmPA1T0VFmXnzDLTkKSXvt9LrbNqU2R7y+jM88MAO2Gxn\nMHFiFYBJbuPG8IYcfPPNUWzYsB55edvR1NQIABgwYAAWLVqKZcsewI033uRxDlNGgMtTTLtzcua3\n50rN92pM/alWKGXv5T5Xf/MUAMTHJ6B//3VoaAD699+FsWMf1/T63RVc/hE6Rsy+dApoCezcuZN+\n7LHHXH/X1NTQKSkpso45fPgwPXXqVHrevHn03Llz6bS0NNpsNtO/+93vpG6rSzgcDnrGjHfokJBD\n9PTp/6bvuOMt2mQ6RM+Y8Q7tcDi8vn5lZSVtMh2iAZoOCTlE//e//6VnzHjHp/eoqqpy+93hcNCV\nlZUe92L3XU5bmpub6aKiIrq5udnt3EmT/kqbTHbJPlZXV9N/+MMf6CFDhtBwbu/QPXr0oJcsWUIX\nFhbSbW1tkuPG11aHw0FPn/5v2mSy09On/1v1mDJ9Uvps1J7HnFtVVcV7jtBzE7o/MzbNzc2Knqsa\niLVb6XXk9FEP0KrPBARK4Q1PqZlj3tg0JdBi/rPbOn36v+nbb3/DxQVKbWFjYyP9zjvv0OPHj3dx\nFAB68uTJ9ObNm+mWlhZZbRHiKS3G1F/PhntPtu3z5p3yJ0/RtPO7xWq10s3NzaqvEUg8RSAMWYIM\nc+bMwZYtWzB06FCsXbsW9fX1WL16taJjAOCf//wnLl26pEiQwdcJckrBJLA5HA7VVanFrs1Onnz5\nZbNH3aXExNFeJ47z1V1g1x2QU7FZbGUvpJDl3FWKdFPyYvfRZDqItWvLkJ+/G//5zydoa2sDANx4\n4wgsW/YgFi5cjIEDB4r0qaMGAHM/blvlqPcIVcxWch2+NtbWnmnfufLNeyOVvCukHuXrpEwtoKVC\nER+EEl396XXVK4gggzjq6q50CZ5SO8eEbKGWyeNSalZy56lYDbbiYmdYu5QtPHbsKDZufBcffPA+\nrlz5CQAQHh6OhQsXIzt7BW65ZaRkf6SU/JTylJz++qt2I/sagDy1MjYITwmjswS5AgF+F2QYMGAA\nVq9ejSeffBKzZs3CiRMn8Nxzz+Ho0aPIyMgQPcZb+CNBTimYLUJfxO4zW+lMTQSnLn0JTCY7zOYS\nj3uoyR3ixoACcMXyZma+Lbtisxj44o6Zc0NDQ93uHxMTi/HjP0dw8BMICroLTz75KD79NB9BQUGY\nO3c+PvxwN2w2O37xiyd5F0bsPrFrAAi1VSyWWyzOWapGhNw8n2eftcFstqmqA6BkvMWuyR0bseeq\nl9oDUrHsWrWTfR1/iUnIbQ+BPtFVeEpJfiD7vXTaQm15iouammrs2zceFJWEgoLxqKmpcbu+3Hkq\nVoON+ejms4XNzc3Izd2Me+6ZjmnTLFi//h1cufITxo9PwT//+RbKy4/jxRf/ImthxAWff1oJT8nt\nr7e1G+U8R+41qqtPq845JTwlDL30l4He2qMFZCkkTJ48GTt37kR+fj7efPNN9O3bF2PGjMGOHTtE\nj+HiiSeekLVrxEDPCXK+UIFhq1xlZ+eBoijQdBto+ixous3jWCUfbuyXl21kfJE8LmWQjUYjbrhh\nCKzW/XjkkQdx4MBv0dq6DteuXURo6EAEBT2BCRNewhtvvIMJE1Jx4ECJ5AcHW+VG6jjuc2PGpqam\nWlSRj23olDx/d4OZildeSeddnCr9ABdS74mIiERW1jakpl5DVtY21QbLm8WB1sZSq48FqTZrRexa\noDMWZ12R5HyJqqoq2O0HuwRPeVNYViueEgItomalZFHnPh4LkZubJTo2x49/h9/+9lnEx4/EU089\nhoMHS9GnTx/ccMMUGI3bEBb2IObPz4TBYEBpabGihbHY2Ig9N/X9VcJT7teV+xy51zAYgmA221zF\n230hAKMHJxaDzuCpzrbV/mqPv7lJ1/JxzsrT2wHYYTRux6hRt3V2k9ygtQoMn1y2zWYGRd2D4mKz\nm7FS6uWTswNisdjx/vuLvV7wiRnkCxcu4PXXX8OECfG4//452L37I9A0jZkzZ+P1198CRX2GtrbX\nUVY2A1VVlbI9shRFoaqqytU3uTsn7LF55pn9sFhKZFUMZyARlQrA02DGxMS4LU6LipLgcAyA1Zok\n+wOc3W6ues/Zs7WCXlYlUKs0p6WxZJ4jICxJ7CvZX4MhqFOV3fyt9Kc30g0E3HxzA9au/QHh4U4l\nT2ci97jObpYb5PKU3A9pX/GUGMTUrJQqu7HHg29sWlpa8MEH2zBnzt1IT0/B22+/icuXLyExMQmv\nvfZPfPLJl6irew0UtQA2W4oingI6uKq6+rSo7VcT/SAENTzFlRaXw1Oe14gSVOTTCr6yk1pE5viD\npzpbAdYf7ekMbtL14qih4SKA+QAiYDDMx6VLDT65j168pVzDIvZxrsRAir283MkcGhqqydY127DT\nNI3iYiseffQhjBs3Ei+++AdUV59Gjx798cwzz8FuP4YNG7bgvvsykZZ20NWn8+fPyfLIMhPn5psb\nJMPhxMamuNiMl1+2uI2FkKFTMlnFDGZk5CD06ZMP4AJ6985HRESk5Nhy2808U4YA+bys3MWjHKiV\nk9XKWHLHGOCXJPaV7G9MTIxfa4RItcfXizO9kW4gwOFIQHGxBR9/PA/5+Rd5CzBrBX/wFNdxxHc/\nX/EUINxHRs2qpCQOublZbnNRqyiO778/ieefX4WEhFvxi188jOJiK8LCemPZsgfx5ZeF+OyzvViy\nZBluvPEmtz7J5SmmfwxXPfOMFb1774ZS26+kv/7mKe416urOtyvyJcFmS5UM+fYnT4nBm49xLRe1\nfPA3L+ihPZ3BTZKCDJ0FJiGPKx4g1/BRlLzEQl8n0CkFRYknIbIT8ri/CYGJiReqSi23XYsWbYXV\nOgwWSxVyc7MACEtwUxSF48e/RWHhPmzatAEnThwHABgMBgBpoOmVMJmiUVIS5pFoyvSJoii3dpeV\nPYKGhouS4gh5eReQkTFQURKy0ndMqyrdaq/DbvfEiTYYDEGwWlNhsZQiJ2c+li7dDpstDmZzJTZt\nymwX2kiFxVKCnJz5qKs7LyvpVu47JtQ2b6qyKxkbJe3ksw1SCdKdBX+2R+i5EUEGYfTocdglAuPL\n5+NvnpK6nxRPAcrnlPOewqIL3vRFiKeampqwdWsO9uzZBat1v+vf4+MTsGzZCsyffz969/Z8/9Xw\nFCAtCKG1PLWeeMpsdnKTkOhTxzvn5Cml33ta2kmtxs2bdhKecr++1DeF1jyl68UR4N3HmRwiqa4+\njdTUq6CoQTCZznt8rOsN3MWRXMUaZx8Hw2Q6p6iPzD1aWlqQlvY1gNEAvoHVejv+938PeIwxTdMo\nLS3Gz372B5w7dwjANQDAoEGDsWRJNrKysrFypU32h3NLSwuOHCnHqFG3YcWKXaJGlVGrYwyw3Ht0\n5gJAyXW4z5tpN0VRHqqGbNWl2tozLEI+gKSkIpSVTfbpB4gWxlKrMea7Jvc9IipATgh95BLw4/Tp\n0zCZ+vj8A8XfPKXFxyH7Q04OT1VWnkJKynUA42EwHERJSQ/ExcXJuhef/RFTYD116gds2PAu3n77\nXTgczrpEPXv2wn33ZWLZshVISEhS1Fc5PMW0s4OrikHTbSguNmtm3/jGRS88xeUi7nvFfef27zd6\nXZ9Lqm1a9NcXIDzlCalvim63OFIC5sWnKPlyyVrsqqhtp5RcNN9516//hJAQp9iF3AWg2onOnqAJ\nCXtx4AAFYAaAr7Bjx61YsCDaNcZffOGAzVaEjRvX49ixI65rGAwTsWbNQixevAwmk8l1XaUfznxk\nzRhbRjLU4bji+lDh82x6K1HKlevVylsi5zpiC36p58sm5MTEfJSU3AU1HyBi7feVV9tfHsHuTDpS\nIIsjcXhbWkGOXfI3T/HZFEBZQfLIyD6orW3wiDgQOvfUqR8wceJXoOlpMBi+RknJHYiLGy67rYz9\nYe9OJCXtQ1lZGihqAkymUrz0UhH27NmNgoKvWVcYi+DgWfjqq3kYNWq0rPERgpxFJUVRLq4CoDlP\ncaEXnmL/zsdVfAtHm82sGaco5anO3J0hPKUcfpfy7gwojTkF3GNEn3nGirCwHQDsCAvbKRrLW1d3\nHo2NcwEkoalpLurr6zyuq2WcNzeWVW5+DDevRomSltqYbHac56FDUwCMApAAIB0REZGwWEphNG7B\nwIFP4e67b8dvfvM0jh07ggEDBiIm5g4EB/8ZkyYtxpIly10LIwZK1+TcuFanIpt7PgpbrY4bO+9t\nMh+fXK9QbDFzvJB6Ed87xYyH0PumJG+M2x7m95MnB2Dt2rsB7AXwMWh6L9iqT2rhbTyw2BwTG2M1\nkJIdJiDwF5TYJT6e8mUOEtemAOpUNaurT6Og4CooyoCCgquoqakWPFZMdEEMfAIRbN667bb3ERT0\nIIAZePbZp1FQ8DV69uyJBQuykJDwDIzG1UhLi8XNN9/idl014ysn/8Jo7FBW1Zqn+KAXnmLaIsRV\nbJ5as8YMq3WCYqEiMSjlKa25Rwn0llfUHaHLxRGzAJAyDuwJ6p5Yn4orVyYAiEBj4yyPBQ8b/pBe\nZEPMkItN2I7zElQpaamZ6OyxSU7eB+BbAHYAX+DTT/Nx+fK/QVFLUFu7H1evNsFimYS33noXJSWH\n0dQ0Ca2td+Lo0Qtu46Z2TPkTPeUZOi1qDyiRlRereyK+ON6GRYu2qqqrJPV8GUKOjR2K8PArAAYj\nPPyK6gRpNrwx5FLvgy8+AIVkhwkIfAG1H5JsSDmHfLVA4iv5oMQB0traCudnxg0AgkBRraL3ExJd\nEAOfQITZbIPRuBZhYdmoqHgVbW3r4XD8hJEjb8VLL/0V5eXf4W9/W4d+/UYAuMFDSU0rnlLCt/6q\nkcOgM3gKEOcqhqeio29QJFTka56SgtbPxpv3iEAb6HJx5HD0F/QWMC8hd8elf/8B6N3bKacaFrYT\naWmnERJyARaLXXQSiL2EvlDIUKL0w+5vRy2bw14racmdyOyx2b59KZKSLsJgWIng4D/ipZdewOHD\ndvTt2xcPP/wo9u8/gI8++hgZGffj+PFvBRcS3owp26gqMXTR0TcI1lqQS4Lx8Qno338X5Mj1ii2k\nxBbHVmsKiopieb1lRqN7gWC1xrKu7jyamuYBSMbVq/NEHQdyx8ZXHwS+ck4IyQ53Vfhyh6G7QyjK\nQYinlH5IMvDGOaQFpNoq9I45bcFkAAkwGCZL2gbuTopcnmJs41//moq///1VnDjxJ1DUr9HQcAwh\nISG4774F2LXrMxQUlODhhx9DeHj/dtvjrqTGQCueUgIteEoJvOEpqzVOMIpBK54Si+hhwx88JYbO\n2PEj8D10uTgS8hZQlFMxLTW1Evff/6bb5P3mm2O4cmUWgAg0Nc12K7Qp5+Xi2y7W0tPAbF9TFOUh\nnS1HLpqpZXPy5ADXcWomD99EFiOh5uZm7NmzExkZs2C3/wU0/RVaW1uQnDwBI0c+gKtXP8WJEwm4\n8cYRrnPEFhJajalSQydUa0EuCYaGhqK8/HFZcr1K+u++OLahT5+D4Hv/KcqzQLAaaCUBz4WSd1Hu\nHPOHc6Krhyv4irgJnOCLchDjKbWFpBkwPOWr91hskaOmrEFMTCymTDkIk8mOyZMPIiYmRnY75PLU\ntWvXMHPm87j33lWYODEJr776V5w9W4sRI27CCy+sRnn5d3jjjXcwcaK5XS3VCbEx7Cw74S1PKYFa\nnrJYSmGxVApG23RFnhIDKYHQNaFLQQaDAbzJjOyETeALpKYacejQFDeJSG9EByyWEo8kQABeJ+Wp\nTablS8pLTBztVUKepyJMMFautHkkKZ48eQLvvfcO1q/fCIq62n52GIDlMBon46OPBorKZTc2NmLf\nvq8wZcrt6N27t1sbfJXoKJSsKJYkK5Yg6g0Y9aKxY8d5PGunsEM54uPHuQk7UJSn6pyQko+36lHy\npXV9rxYH8M8xXz0bvv531URXrd4bAn4wXMVW1nKOOT9PeasWJmfeqIXShHUGQmI5bPEgbwV4+Hiq\nvr4OmzdvxHvv/T+cO3e2/cxgzJgxHY899iTS0tLdFkNCfRZqmy8T8vnsTaDwFLNQ4RubrsxTWgte\nqUFX5Skt0C3U6oRqR3z//UlYLG0AxgM4gMJCICwsTLTWghT8UXegtLQYs2cPBJAEwI78/IuYMCFV\n8jy+SRcd3V9wcjC5V0J1h9jSpsw1X37Z7PogN5lK8Mc/FmL37p1uNR+A8QgOnonExCBUVMyVXIyq\nJVmpPkidx5AxX9/FjJcvSZCvnUJjI9ZOLQywGsOq9dgoJU9fPBu+d6yrko5W7w0BP5xc5a6s9ec/\nT3DxlMFwEEVFwQgN7eHVO+yruita3IP7jnWoxfHXq/GOp8bBaPwX0tM/QkHB3vacJgAYAuBJAIko\nLY32WoFTTp/VqsoJcVWg8JSc8whPeY/uxFNaoFssjqxWK2Jjb/bwZJw69QNSU78EMBUGw16UlEyX\nJfUpBvfJXOKTugPeyLByJ53Q5JDz0c2WOq2vr3N5gObN+ycOHvwvgoM/dNV86NUrDBkZ9+Hbb4fg\n6NFMF+kx54ktRr0lWbUGWax4nD+JRQxSY+NLT6YeDKs/vWxi9+9O9SO0eG8I+GG1WgH0wNSpQZxd\nDivrHfO+lpg/5o0392C/Y2K1bNTy1Pnz5zBv3m9QWXkQwBkAQHBwMGbOnI0lS5bhjTfOwmabqNl4\nS/XVG+efGFcFCk+JgfCUdvfvTjzlLbrF4igk5LCg4Vi0aCtstjiYzZWKFG2kvFVS28XeQmz7Wkm7\nxULH2EUCi4p6IDg4GNHRN/CS1eDBUfjss0/w3nvvoKBgr+s6o0ffhmXLpurohgAAIABJREFUHkRm\n5kL06dNXlaFTa1jUGmR/eFW1QmcaXa0Nqze7fGqqhAPK6qzwQap+hDce4a4KsjgShpOrPIt5Aup4\nRC5P+erdVHsP7jx12rhUjwgQJTxltZpw6tQP2LhxPT75ZI8r96NHj4H41a8ew5IlyzB4cJRX7VYD\nb/gmULiK8JQ2c4HwlP/QLeocMXLVfBr5aqQ+5SQlM2tEXymEhIaGYsKEVMmFETsJUKrd7GMjIwe5\npC/Dwnbj178u4lXyCw3dgHfffRvjxt2KBx9c2r4w6gFnLtF7WL9+C2bMuAs9e/ZSPR5qVWH4kjDl\nJEV2nHdY90n2vlLM8Te8SfQXe6eE3v9Fi7YiK2ub18IC/pbuJ+jacHJVqocAkFZiOVz42pcpd25y\n/53dbgCuejVcGyfGU4wiq8n0FYYMeRH33XcvMjPnYvfuj0DTNAyGaQA+QVvbp5g/fwGuX7/uaouv\neJsPannK/Vx9cxXhKW3mAuGpwIUud46Eco7UQk6io5otcjGoWdlz27JmzURMmtTGK8jAPdY9dygf\nNB0NikpCSMghbN9+HhkZx9DWlg/gazCFP3v1isLKlU/g88974uDBaa6wQq4ghT89FNxdPCVJkUzV\n8c4w5EqeN/dYf3mBxEIy5dyffZxY6IxaKHmnvbkfn0cwMrIP7PZjAeHV9TfIzpEwtOSqzuApuRC7\nv5SXW6iP7DltMtmxbl0F8vN34+OPd8PhcLSfMRjDhqVg+/Y/YeVKm1v4eyDyFHNuIHAV4Snh6yud\nC2rvQ3hKPrrFzhGfx8kbOFfhJTCZ7DCbS3wuF6x2Zc9ti1ihV+6xAFjHViEtrRQm02eIjv4DHnvs\nIbS1/RrAVzAYgmAwzASwDw5HPubOzcAHH6xAcXEPrFljhs1mdl2zpqZaUT/kes/EwPbWKJXoZKqO\n+wpaeIu4x4rVQfEH5Lade1xH3S11hV+FimIWFSW56jwBnu+0FtK6Qh5BtbVc9IhAamsgQ0uu8jdP\nKYHY/ZXWnGPP6ZSUrxEc/GsYjffg5z9fgZ0789Da2or09CkIDv4bgB9RW/uC205GIPMUc64vuUqs\nf2rtPeGpDnB5Su1ckEJ34Ck9Q5eLI18YDppuA02fBU23ub08vnjR1BIZty1ihV65BeNiYmKxdesC\nWK0mPProIPTqlY+2tlmoqtqNM2d+xPDhN+J//ufXsNuPYPLkuQgJ6QOL5YDLKxETE4vY2KFu9wcg\nux9co9TY2IjS0mK3qttKoaWh8dZgiBlnJc9brLie3j56xI6rr69TFXYhNo7skJvevfMRFRXtukdu\nbha2bl3o0zAPsVCSQAplCKS2Bjq05ip/8pQSiN1fKgSL3Taj0YgtWzLx5pvHEBm5D2Vlv0Vr61o0\nN59DVFQ0nn76WRw8eATbtu3ApEmhCAmpcN2P8JS888Xmvlp7T3hKmKfY9Qj9EY7YVXhK79BlWB0A\nTRPy3LfyDyA52Yqyssmy66z4Ws7SWU/gMOLjE2A0GkWTANkJeVlZ21BUlIK0tFL84x/TsH17LjZu\nfA+nT1cCcE6imTNnY9myFUhPn4KgoCBX+4Tuwa5tYDQaZfeDnWgbHHwavXt/jsuX57nU+RgPmy+T\nItUo+cmFVjUouMeqrc/FXEvJmPKNj9y2K32nhdopFubQmcnKUknA/mqbFqErWreVhNWJQyuu8jdP\nMefKfd+43CB1XmRkH9TWNrjalpKyF3fffR2bN2/Ad999CwAwGAyYOvV2LF/+EO68826PfslR7gSg\nGU8pEUsSao+3tthXPMW+h1J73x14it1WiqI8UhoIT+kb3UKtDpBHOEpiUJkJk5j4Cez2mbJeHn/I\nWSqR+aaojvoItbVnkJp6DRR1GUFBf0ZQ0NcuL0Fs7FAsXbocixdnu9R85LaZa5wBeapL7H707p2L\nxsb7AaQAsGPXrnq8+uopn8fLqykCKxdSRpf7vMXeTb5j2USv5J1WMqZii0e5xfbUKhey5Xml6mPp\nUSHJH23TKq9E67aSxZE4tFKP8jdPKXnf3I/1zPnhs3HXr/+Ec+cuwWI5jNbWvQByATh3aCIjB2Hx\n4mwsXbocw4bFKRgl4b54y1Ny6w9qAaVFYOVCztyXyzdiPKXW/uuVpzzbKlzWpbvzlF5BFkftoCin\nrLfVOgwWS5Wkeh0zYSIiImV7QPzxosktENuxU5SKlJQvcfvtTXj11TfQ3HwOABAUFIQ777wby5c/\niKlT70BwcLDitmglUWoyHUKvXhtx+XI2+vffhT177nWrA8LnzVK7qyRH5lyr56jEOIsRglB/lbzT\nap6VtxKp3HbLeW587YyKiu6UqvRikDM2vm6br5N51YIsjsTB3h1RMt/54E+eUvK+KSmWTlEUMjPf\ng81Wh549N6Kp6UfXb+npU/DAAw/hrrvuQUhIiGQbtYYYT0lFOGjFU4B3uyNy7qcFT2mBzuApdiSO\nkp1Ablv37zfCaAwmPBUg6BaCDHJQXX0ahYXXQFFDUFh4DTU11aLHM/HKoaGhyMmZj7y8C8jJmS/6\n8vgjfjQ+PgH9++8CYEf//rswduw43uOqq09j3z4jKOpVWK2/xZ/+9H9obj6HAQMG4pe/fAZlZUex\ncWMu7rjjTt6FkZxYZm4ek5LYaXbctcVSigMHnsb69d+irOwRDB9+o+aylErO0+o5CiVIcsEXH82M\nv1hiq9Q7rSQHQWtwx1tugi5fO8XGUe4YdwZ83TZ/JPMSaA+xfAil9o3NU3Jtllr7plZIwWIphcVS\nyXteefkh/OIXD6Oo6Ldoa/szmpp+RHh4OJYtW4GiooP48MPduPfeeYILI3/mTnF5igkj53tW3Y2n\nvBn/zuQpZmdw9uyBGDdunaJcMr6cb8JT3RcBu3NUWXkKKSnXAYyHwXAQJSU9EBcXJ3ldf3hLhO4r\n5HUSKxB7+fIlbN+ei7fffgunTv23/V8NSE2diMbGcTh+/EGkpdlFvZWAuNQoc2xk5CBkZ3/oymNS\nWmmc6/WUE56nZeFXRuZcTjt9KUkqFK9ttaYgKUk4XEbsneZ7bymKcuUAyPGQeeOR4453Xt4FZGQM\nlPXcAsGTpZfK43ocK7JzJA5m54jP46/3HAC14cBAhz1vaWnBjh0fYOPG9SgvP8Q6IxnArdi790mM\nHj1a8P5Kecpbuy3EU3ylM7zNM1Eicy42Nv7mKbXfRt6E5jPwxhbLjcQRa7/e7C8beuEpPYLsHLUj\nJiYWU6YchMlkx+TJBxETEyPrPCnVE194riiKwsKFuUhNbcHChbke1zYajW6TkaZplJUdwP/8zy8Q\nHz8Sq1Y9274w6g1gAYDnsGrV8zhx4uegqAmS3sqammpZns3MzLdhtaaCopJgs6UqVqRhPBZ1dec9\n7ifkzVDiWdLCI6XWA6gEXA8gezzs9hlITi7gbbfYO819b2tqapCdnYeMjIHIzs7zmaeVAXe84+PH\nyR5/bzxZvvYk6w3E6xd4EPP4+9JzrtXcYPyjUjzFPtZoNOLSpUtYtWol4uNH4te/fgrl5YcQHh6O\nrKylAFYCeBFAAnr16inYfjU85a3dFuIpsdIZ3Y2n1CrS8X1f+dOmyY3EEYLatnY3nuoOCNidI0Ba\nzUYor0PIy+erXaXvvz8Ji6UNwHgAB2CzGTFixE0e90xJKcCsWQ5s2PD/cPz4d67z09OnYOnS5cjJ\nuYKSkpthNp/Ce+9lIDn5LV4hB663au9eYNasnZLHmkwH0LPnR/jpp/t4xSHkerKUiEww15VKEJWz\nc8L2qgi1tTM8uXweuvr6Ol5vLSCuSMVcQ8zLKQQtco68TdBVej9/7fIGukfOl15msnMkDm9yALzJ\nY/F2bnCv8ac/JSE93QCGpwoLgV69ernt6hQVjcWIEW+hV69jOHSozHWtlJSJWLZsBe69dx5MJhMW\nLdoKm204zOZTgrmTUjxVVvYIGhou+riY5zbWGC4EILzLoRVPAfpUHZPKeZLzrmqRN6VFzpFQJI4v\nQHhKPgKJpwJ254gB39qOSWxPTa3EokVb3VbzYl4+XxXaq6s7D2AvgI8B7MPZs7UuL4OzoFhfOBxv\noahoFVatWonjx7+D0RiGRx99AjZbGT78cDcyMu7H++9n4/vvb0NubhYaGi7iypVZACLQ2DgL9fV1\nrvtxvVXBwUGyjk1KKkJT02ze45R4ss6erUVDw90AItDQcDfOnj0rOj6MtwaA7FpCYjsnYs9fqSdP\nC48Q950LDQ11eae44wqA13PFvQa31oevY7mZNrDbxv7bF56zzi58GSjwh5eZQD2EvNFidkoKWswN\n7jWc8tp7wfDU44/nutq2b99XKCzcC4q6B8ePb2xfGPXGkCHT8NVX+7Fnz3+wYEEWevbsCaPRiE2b\nMrF3bz9s2pQp+BEkxlNXrtyFxYu1KeYpBnZdKUB850BrngKE+UUPPMW36JOyMf7I05ZCaGgoJkxI\n9cvCCCA8JReBxlMBuzjiG2jGQFRWnpIUa2AvqpjzvDXAQgZq7NhxMBovABiM4OA6vPrqKaSmXsa0\nab/EQw8tA0UtBvAWgKsAEgBshsHwBX7+88cwbNhwtwJ6TNHBjkJk9ZKFyGJjhyItzY6QkAuwWOyC\nBfy2b1+CtLRDMJmOwGx2Fohl+lRdfVp28qZzbPcDONr+X3mbk0qqsNN0m+CxYsIGSoy3L0I5uPdT\nYljZ19ADCTHQcpw6M5k3UEHIOTChVFRIq7khxHdTpkxz8VRQ0HlUVAwARdlRUPAysrLuR1tbLoDL\nCAsbhqCg3wM4h7q6VxEe3h8tLS2uYqoURSE7Ow9Tp/YSDfkV46nk5K9RVjZZsJgnM37MtcUWB0K/\n1daegc1mBkXdg+Jis+x5oxVPidnNrsJTXRWEp5Qj0HgqYBdHfB4axkD88pf5oOl0OBca6QAMrvOY\nrfTU1GvIytqGlpYWl/du6dLtyMmZr+qDU8xANTRchMGwAM4E1WEoKip0eeAOH7ajX79+yMpaii++\nKMSUKY8iJGQULJZyRERECl6zru684G4QA3Z8uJihZRszgyEINB0NgyHIrU/PPmuD2WxzGQCxtkVG\nDnKRrNF4wW3hJgankSmByWSH2VwiWoVdbOfEYDAIPn9uf8Xgj8nsjWHVCwlpNU58u2h6WQDqGYSc\nAxNSdor9AcbdZQLUzQ32HMvOznPjuytXfmrnqTDQ9AkAawA8D6ASvXqFYdmyFdi69QN8++0BpKcP\nQUjIcZjNpQgP7++mEFZZeardHiSodvhs3/6woMol4L5zI6acKcbLaueNVjwlZTe7Ck91NRCeUodA\ne4d0/xSFYhSdA/0+bDa0e2gmugzEoUMUUlP3w24PgsVyEDExC13n1dRUY9++8QCSUFDQhgMHSlFY\neA00PQSFhSdw9mwt4uKGK26nu4FyhpYxhrx//wEYMeK3OH78EFpbD7POugFr1qzEggVZ6NWrFwAg\nJ2dke3zyfE6CpPOa0dH9Wf3fCpttGMzmKkRFZbmNWUcM7PuuCSsVs+zsQyooKhE2mwEVFeVu9+/Q\n/V8g2t9vvjkKisoEkASKMuDbb4/JVozhhjmwwe3D1q0L2mPA3Q2SU9hgG6xWz+evBNx3LCpqgarr\niIEhU75+BAq0Giehd0pP6l56RFd4hwIdamLpxewU14avXj3ejadqaqoRFzdc8dzgzrH6+jrExMTi\n2rVrKC62oVevNbh8+SQ6AitGARiOvLxnkZSU5LpOTs58F09VVBxGQ8McAEloaHBe02KphM1mUGwP\n2DZe6J3m9oHLU2wuEuMpb+aNFjylld0kPOVfEJ5Sh0B7h3S9c6Rk25ntobFY7Ni+fQlKSkI95Khp\nmobBUAjgMIBCD+8dRbWqit3lWxV///1JPP/8KiQn34bvvlsPmj6Mnj17ApgPZ1z3Dtx22xgEBQWh\ntLQYjY2NbvHJ3LCHiIhIVFVVudrG3uVhQ60nSUqRjK37L+Y9i49PQHj4TgBlCA/fibFjx8mKiVYT\n5sCXc+Z8NxbyPn8l8Ffomq9zd3wNrcYp0DxLeoJedhG7I9SGNYnZKa4Nr6+v99hlUmMruHPsypUr\n+PWvn8K4cbfi8ccfxuXLJ9GzZ09Mn34XgPUAPgXwe1y/3uIKnePy1OjRY9wUwhISkpCTMx9ff31V\nspag1PjIUTgVU86Usince/ifp7Spa0R4yn8gPKUegcRTularq64+jdTUq6CoQTCZzqOkJEx0de6s\njCxe94UJT7DZ4mA2V2LTpkxkZ38IqzUFZrMNBkMwrNZUVaojToNRhUOH7Ni0aQP27y9w/TZmTDym\nTp2Ghx56FLffnutS5CkpeQipqf8PDQ1z0LfvRjQ3L3dTqImIiERFRTlGj74NK1bsam9bCV5+2Yy0\ntFZeNRtvFGPEFMmADoUeAFi0aCus1jhYLJVuikQURWHhwhwUFfVBWtoVbN6cJat+gpJ2cxVicnLm\no63tKkJC+kr21RuFKLVKK0qUfnyletNZSjdKxs3XCnhCCHQVIF+CqNWJw24/poin1Kh+OWvQfMiy\nd/fJrknDvV9zczO2bduMnTt3oKio0HXc6NFjsGRJNm6++RYkJCQjJeUdXLo0B+Hhu1Ba+jNJnmIU\nwoxGY7sdc3KVLz7YxXiK+VtIAVRo/OXaX+U8tc2jdqAv6xz5UhGMuX5X5ClA/tgRntIftOYpXS+O\n+CShjUajKsMmZSwZgQGhBYcUKitPYdOmDdiyJceV/9OrVy9kZNyPRYuWYtmyIrcF0cmTxzF27DhU\nVBxmFS0rRWLiXhw7NoO3eGhZ2QwXARcV9cDKlTY3Aw1AsI/egju+YlLSp079gIkTvwJNT4PB8DU+\n+mgU7r9/sKYFQ7lSp4mJn8JunylJxmoNuzeEIESQfH1S8pGlBBRF4fr1n2QtHrWEr4lUKxDSEQZZ\nHImjurrOrzwVFRUtW9qafb/ExI+RmnoBubmb2xVUAaAHgMUAJqOgYDTmzv1YMU9x+yAlQ92ZH+9i\nvylpNyCPX4UKe0vZm87gKbnoijzF3FvvXEV4ShjdSsq7ru48GhvnAkhCY+NcnD1bK1tCU0oVhr0m\nZLb6YmJiFctnfvzxHixcmIHU1AT84x9rUV9fh1tvHYU///kVVFQcx2uv/RMGA1gx2XNw8uRxl9Sk\ne9Gyj/Hhh9m8RdnKyqYhLGw3gAvo3TsfUVHRHuo9ciSh1YI7vmIF87ihipGRgzUvGMoO60tM3Iey\nsumyEoDVFgH2JumVyXOjqCQUFIxHTU0N73EdCoQXPBQIvQHz/t98c4PfJTQDTaGGgEAp/M1THWHN\n0ja1uvo09u9vhMPxvygt/T1ef/011NWdx4gRN+FXv1oJp+DCUzAYGnD8+HeqeEo47O2wR9u0VFYT\ngtgYK1GaE2s3II9fuWH8Wii3Mu3RmqfkoivyFEC4isAdul4cRUYOQu/eOwHY0bv3TlAUpcqwcV/6\nzMx3vJLP/PHHGvz1ry8hKek2PPDAYnz99ZcICQnBoEETEBz8MiIjH8fy5Q+ib99+AMSrNoeGhqK8\n/HHk519Eefnj6N27Ny8BJid/jatXMwAkoalpLurr69zI0tcTmzu+MTExgmPlTDQ+CJPJjsmTDyIu\nLs4nMdFMUmxISDDS0sp4yZivH2azDSZTPiZOtMkmbm/ijOUSJPsji3nGWqDj3ZBePGoNX8Znd+e4\ndwL9wN88BUhzVU1NNf7ylz9hzpy70dr6DIDPYDAEY/78TIwb9zQqK1/DwYOxmDy5H0ymM0hP74E7\n7pihiqe4YNp28uQAv9USZENsjMV+ExtTb/J4+/VrAPAj+vVrUKSI52+ekouuyFOA78aO8FRgQl97\nhhxw5aqNRiMsFhuvKouYEgZbzYXZZXAqsrmr1zDgizRsbW3F119/gQ0b3sXnn3+GtjanSs2wYcOx\nYsVDsFgm4c47ywBMw/79X7vUhIAOYnHGZD/ukQ/FFC3jgt2niIiHkZ2d56YAxN7mdxL0OjQ00AgL\n24WIiMdVjblQyIPQ+PJtpzOJxs5jF4oeqxYdSbGJKCk5hP37gzF4cDhMJunFV4eQhXtdEV8pG8XG\nDkV6eg/YbGdgNnuGvzBj7hTgyNNcdajj/VeuHuUtfKVQI6TISEDgb2jLU9tgtdKyeIpxjjFobW3F\nF1/8Bxs3vosvv/zcxVEjRtyEadOm46mnfoXm5makpn4JYAj27z+BoqKpCA0NRVSUGUajURVP8cHp\n3BuKurorPuEpqXsLjbGUPeKOKQO1inDOhcS9AAajqWmQSx1QDvzNU1LoyjwF+GbsCE8FLnSZc1RV\nVYWQkL4A4JH4CKjLpWHitSMiItsXGZ7JlHwxpxcu1GPLlhzk5LznKtJnMplwzz33orJyGI4dW4q0\ntAN48cVETJ4cBGA8gAOw2YwYMeImTceFoig4HFdgMvVxjQ07Bygt7TooajBMpnOiccBKElIB+DQ+\nXC34kmKjo/tLxuOKxZV7I2Qhp7187y2fsER9fZ3miZ7sd0dPz1EtpPIDlILEcguD5BwJo6qqCm1t\nIUhOfssj50gpTzFiQU6Rm1MADCguNkvaotraM9i8eSM2b96IH390huyaTCbce+9cLFmyHH//ew1s\nNqfIkD94ikFkZB/U1jZozlPeHqsWapLwhThFyt50Fk9J9YPwlDIQnvIfOkWQYe/evVi7di0cDgdG\njhyJl156CWFhYbKOaWxsxKpVq3Dq1CnQNI25c+fi4YcfFr1fSMhhV2I9oK2wACBs5Dpe5HEwGt/C\n5Ml5KCjY69oOHTYsDkuWLMe0abejX79wN/GG7dvPYd68b10iBEVFU9GjR4jLWGthvNnJityE3P37\njVi50uqmblRXd15RQjB3Iu/fH4yVK226TVDkPke5CkBixOJvFRqtjacYupJh1foDoSuNjdYgiyNh\nhIQcRlLSXhw8mIrW1iGSH/xi8LS/TF05T1vU2tqKvXu/xIYN6/H555+itbUVADB8+I3Izl6BzMyF\nuH79OlpbW/3OUwwiI/vAbj+mOU9xofdEej5OkSvIQHgqsEF4yn/wuyDDxYsXsWrVKqxbtw6ffPIJ\nYmJi8Morr8g+5m9/+xuio6Oxe/dubN++HVu3bkV5ebnoPdkxp3IT9KXAjvsUuqbJZEJMzIsAhoGi\nfoGvvvoCNE1j1qw5eP/9j1BUdBBFRdG4554+eOaZ/bBYSlzxqYmJyUhP79Eevx2C556zyargzW2b\nWPvZyYrcGkjsHCBG5Y59P+Ye1dWnUVg4Gg7HD9i/f7RoPDwAXScoKnk3mP4D4tWstXrf5II75hER\nkSQ+WQbk5gcSEPgSDkcCDh2agvHj9yIk5AIsFrvqXAVungm7rhyDc+fO4rXXXkZKyjhkZd2PTz/N\nh8FgwJw5Gfjgg12w2ex49NHH8cQTX2HixOt+5ym+PmnNU1zoPZGe8FT3BeGpwIXkztHu3buRn5+P\nN998EwDw448/Yu7cuTh48KDsY9ra2hAUFISqqiosXboU7733HkaMGCF4zx49DsNs1q4+gphniaZp\nWK37sXHju9izZxccDgcAYMiQGGRnP4DFi7NdZMf1nuzdC1y8eMFVV4nx5jgcDjeZ67y8C8jIGCi6\nRc7erubzpPF5bqKioiV2wDx3gFJSClBUdAbAQgDbcOLEEwgPD3cbK+aaFEV5SNQK1Y9izu3MEDwh\nr4rcMWaO9XcfuCGfXbF+hN5BxkYYZOdIGAxXaRFmJCT539bWhoKCvdi4cT0+/TTf9UE6dGgcli17\nAIsWLcWgQYNc1/EVTzlD/obBYqlyq2snBGZOSUdqKOcpNvhKfvibp5Rek8/eKOGpzgDhqc4HGRth\n+H3nqLa2FlFRUa6/o6Ki0NTUhKamJtnHBAUFYeXKlZgzZw5SUlJw4403it6TT+WGgRrvFZ9nqaHh\nIt58859ISxuPjIxZ2LHjQ7S2tuKuu2Zi8+b3cfDgETz99LMiSjcleO45K+bNG4Ds7A/ddqRiY4fK\nruDNbpvVmoQFC7bweu7YikhhYTtd8pl8a1uxHaDi4r5wEk4SgIVuRQABd48UN9FYTJXGHxKtaiF3\njDurD8yYs6Xb9egBJSAgcAfDVaGhoW6efPU8lQqKSoLNlopvvjmK11//GyZOTMSCBfOwZ89O0DSN\ne+65F7m5eSgtPYynnnrabWEE+IannDs510BRQ1BYeM2VfysXWvMUG53NU1pdUy5PdRYITxF0J0gu\njoQ2loKDgxUd8/LLL6O4uBiXLl3CunXrRO85dOhQwYWRGiPEhCsYjXswatQmrF79R8THj8Tzz6/C\n99+fxODBUfjZzx5FcfFh5ORsw4wZd7u1nQF7i/TPf05BQUEqb+0a7lZqaGio4NYqmyCSkj5HWdlk\nXqPDJYCzZ88KjgX3/uz6TRMn/gRgGwA7gG1IS0sXHbe0NLsrXIS7lc7+ANBzaIPcMVZbW8IX7fSV\nDKsUiOwoAYF88HGVNzw1caIVwcF/Rr9+D2PmzDvw4ovPo7LyFIYMicHKlf+L/PzP8c47G3D77dMR\nFMRP377gKW7tOsAgq09iY+ErnmKiHhg75mue0uqacnlKCoSnCAg0AC2BnTt30o899pjr75qaGjol\nJUX2MYWFhfS5c+dcv+Xl5dGPPvqo1G15UVlZSZtMh2iApkNCDtFVVVVuvzscDrqyspJ2OBxu/15f\nX0+PHJlFAzfRcBaZoQHQd955J719+3b6jjvepE2mQ/SMGe94nMu9JvP3d999RxsMa2ngEG0wrKX/\n+9//quoTc82qqiq6ubmZnjHjHTokxLMtDofD7bfvv/9e0Vg0NzfTRUVF9HfffUcHBRXSQB4dHFzo\ncZ5U25hx4vt7+vR/0yZTGT19+r8lx1HsfnKOUwo1Y+xwOFzt4fZX6/Zx2+mr60vd2x99JCDoylDD\nU/X19fSaNWvoXr0Gu/gpKCiInj17Nr1nzx66paVF0dzUmqccDoeofReC1Fhw4S1PMTabGavp0/9N\n33HHWz7lKT7eUAs5PCXWHsJTBATaQDLn6OLFi5gzZw62bNmCoUOsTN6VAAAgAElEQVSHYu3ataiv\nr8fq1atFj7lw4QJeeukl/Pa3v4XRaMQLL7yA69ev44knnkBaWhqWL18uumgTyx0RkuHmxkQfPVqB\nDRvexYcfbkdLS3P7VQYgO3supkyZijvvnIm6uvOSkpnsGGAm1tZstgGgYbMNh9lcKSsGWw7EVGj4\npLzlSJKz222xlICm22RJxLLBjQ/nxqfv3x+MZ57Z3y5D6z4eQrH0fH33RnVIbjyu1BgzvwEdculJ\nSZ/Abp/pF7UeX8Eb+diuDhLLLQyScyQOodwRKZ4ymyvx9NPDsWnTBuzZsxPXrl1rv8INCAqahZ07\nM3HDDTcgOvoGD3VSsbnJtqNa8pRShTS2lLcctS53+6+OpwB3O2Yy2UHTZ0FR9/Dy1KZNma68HgCy\n+Eeo5IXSsZGjrCrnmuz2EJ7q2iA8JYxOkfIuKCjAq6++CoqiEBsbizVr1uD06dP4/e9/jx07dgge\n07dvXzQ2NuL555/HyZMnYTAYMGPGDDz55JOSDRN6Abgfr0wSpHPCfAWaTgXwN9x661F89923rvOM\nxjhQ1CPo168RBkMQLl2ah/79d6Gs7BGsWLGL13hXV59GaupVUNQgmEznsWPHZY8FgdFodBkvXyd6\nAnBJeTP3E0p0FW+3sESsWDvYJMcsuJi/X37Z7CYZyzZYlZWnkJJyHcB4GAwHUVLSA3FxcR73kDJ6\nUuOrZHEkdB32b+wPEpPpAJKTrbDbJ/uttoTW8FY+tiuDkI4wyOJIHEKOPCGeSk3dA+AygI0AzgFw\nhq1NmTINBw5EoqnpaYSH5yM+fhBsNoubg0tM2pnPbnUGTzH3YLgKEF44tLS0oKLiMOLjEzwclWp4\nimlLhx1zX2RxeSox8VPY7XfDYhHnMDa85SlAW3vjvhgkPNWVQXhKGJ2yOPI3mCKw0t6Sjt2IBx8M\nx/LlHwD4DwDny9O/f38sXLgEM2bchYULB4OiBiM4+D9obU2CM9HTjvz8i0hMTOYlMq5aW1nZI3jg\ngR2w2YbBbK7i2R2RX5eBSyTSRVmdRt5Jlh01oPjO46r3OBeAO1k7SfepUsHhLsb4dln46ld0LFyd\ntTVKSu5AXNxwgWcqbzeMr/9K6hzxPSehHTd2n3xR+M5f0NJb2dVASEcYZHEkDCmuYmxKUdEEjBmz\nDTfc8A0+/vhzAM5dogEDBmLZshVYunQ5DAZDu1NrMIzGwwBiQFFJrg/wiIhIVFSUu6nO1daeQWTk\nIDf1sJyc+Vi6dLssntJCuVM4UiHVxVV85/uKp5g2sbmJj6cSE/ehrCwNFDXBTS1P6qNbKU9548iT\n21cu9xKe6pogPCUMv6vVdQaYWj5iyXY1NdXYt28MKKoC+/b9C8uXZwH4EMAVGI1DsXbt68jP/wLP\nP/9HmM1prITNZoSHfwQgH+HhH2Hs2HEuFRYAbsmjZ8/WorFxLoAkNDXNRX19HQyGINB0NAyGIFWJ\nntwEVbHaEu7qNSmwWuNcNaBqaqoFz6urO89pdz1oug00fRY03YqlS7erUsHh1lZg/81OruXWr4iO\nvoFVW0N4C1ysJgB3fGtqahQlPTPPqqamWvA5ce9RX1/nkbDsz9oSnQF/188gIAhkSHHViRPHUVhY\nCYpagcOH1+Djj/fAuTBKQa9emThwoAKrVj2PoUOHcYQFamCxdNQ8YuSTMzIGIjs7z403MjPf9rBp\ncnkqM/Mdr5U7udesqChv/ztBlAsrKg6joWEOgCQ0NMzB0aNHNOEpwJOb+Hhq+/Yl7ePN1GCKlVWT\nRglPKRVnUCM0wCes0dVtOOEpAl9Dl4sjKaN6/Ph3eOWVvwC4E8AKAEcQFhYGg2EBnDtHucjNdWDy\nZBoLF+YC6CiotnnzIowdGw2jMar9v8KGDQAslhKYTHaYzSUA4Ca1yiYWblFWIQUXYSLxNKZsVRiL\npRQWSyVCQg5LFmjlqsk4d5zMoKh7YLOZ2xdZ8hTZlBhrIanP+vo65OZmoaQkTjLmXcjo8fVJLgmx\niZ5bFFFYqr3U5ZUiRpiAgIAPQlx1+LAdTz/9JGbOvANtbX8BUAGTqQ+WLFkG4DcA/g9Xr6bgwoV6\n1znsj9xNmzJhMAS7FjhivGG3z0BycgFHEluap5w7J9NVKXeywbWbHZLgh0W5MD4+Af377wJgR//+\nuzBw4EC/8hSfOp9cey+Xp5QouXkjCU54ioBAW+hyJnUY1QWuf7t27Rr27NmJDRveRXGx1fXvBsMt\nuPnmCcjLewHp6TloaBiIXr02oLR0KYBkFBa2oaqqEiNG3ISYmFhUV59GcfFEUFQiSkqCcPZsrWsn\nw2nY3ofNhvb7z2d5stoQFRUNiyUPNhtcxEJRibDZ4NplcG71OttdXX3aFRLAxFaPHj0GFssu1z3i\n4+e7rumsPD3f7byOay4EgHZBBuf13dvaMVbu53ke64zBPuRxnntIwPscIYf3Zcf2eo7jArfdOTWQ\n6hO7H1ywib64GKwYfPf+cO+hJdH4Is5fK+i5bQQEegabqxobryAv7wNs3LgeFRWHXcekpaVj9uy5\nWLRoCWpqqrF5MwBMABDBEmFwgrGT1dWn2xc4ibDZDDAYgmCxFAvwhh05OYvbQ6ncbaMYT0VELEF2\n9oewWoPb+7DQLVSPzUtc+8q1GVy7uXXrAhdXCdmU0NBQlJc/jiNHyjF27OMwGo1+5Sn2eGsFbzjE\nfUEKt28Tf0HPXKDnthF0Pegy5+j06dMwmfrAaDTihx++x8aN7yE3dxMuXrwIAAgL64377luARYuW\noK2tDfHx41BXd94Vrx0UVIa2tkoA0wB8jV27RmPiRAsA/mraRqPRTfSAiWXlUwiKiop2qxItJ+54\n/fo5SE5+yy22+tKlBo/cHanK0+wkVzFBBqafTKIruyo6NwabK+QgpkinRBVGq5hgKfEE9j2E4nGV\nJHD6KlnZGxU+rSCnKnt3Sm5lg8RyC4PkHAnj9OnT+O67U9i8eSM+/PB9NDU1AujId122bAXi4oa7\nbMqBAyWYO/cYOrhpjIub2ODjKQAeOUdSqptSPOVUzutQbuPmLvHlrmiZV9PZPKUVlPKGmC3uLKEB\nvXAB4SlhEJ4SRrfIOYqOjsYnn+zBfffNwcSJSfjXv/6BixcvYsyYeKxZ8xqOHDmOv/zlFfz1rydd\nMdiRkYNc8dqTJp1Bv34XAfyI8PAGJCQkua4tVUwVgGt7WmiLnKZpybjjoqIkOBwDYLUmYe/er9DQ\ncA+AgWhouAfffnuMN3dHrPI0YxzYMe5CW+kMsc6ePRDjxq1DS0uLq93s+0mFBIhVTJeCFtv8UmEG\nSkIg5MSSexPWIAY9F8jVc9sICPSOzMxM3HXXVGzc+C6amhqRmmrGv/71NsrLj+OPf1yNuLjhbjZl\n7NhxCA+/DKAW4eGX3biJDT6eYuccidl/BnJ4ymqdAIq6DTbbBFRUlLvxVn19He/1tbIZeuApLaAV\nb8jlKV9Bz1yg57YRdE3ocnE0dOhQPPTQMhQW7kXPnj2RlbUUn376Fb78shAPPPAQevfuI5o8n5u7\nGEeOPIX8/B6oqHgSoaGhrmtzq2mL5a5wjRUAwYUUG5GRg9CnTz6AC+jdOx8TJ1pgNO4AcAFG4w6M\nGnUbb7/F4pU7+iucj8XEXdvtB90SXQ8ftssy3nyJnV3FWMtZSHlzP7GYd2/j0Lt6tXMCgkBFaWkp\n+vULx8MPP4qCghLs3v0Z7r9/oYtzuDbl0qUGVFQ8yctNbCjhKS64H+uAPJ665ZaRbn9HREQKts0b\nm0F4ShhiPNWduUDPbSPomtDlvuTZs2dx662jsGzZCmRmLkK/fuEexzgnyzZYrbQrXpodP2w0GjFh\nQqrHeUpzVyiKwpkzPyIiIpKzs+MZE8xsrVMU1a4Wl4imJgN++OG/7WIRiTAYDLh0qQG9e/eWbBvb\nQHbk8RgE29lR+O8HhIcX49IloH//XYiImAOrdZCsWGZuDLbWMdlKwJe75AvIjbMXO7+jAPE+D9EJ\ntXHo3Nh6XxC/L/OsfA0Sg07Q2Xjvvfcwderd6NWrF+/vQjzFx01sKOUpbr0gNTx14sRxt7+ZnSOp\ntimZe4Sn1EGKY5Rei89u6pkL9Nw2KRCeCkzo8kmdOXMGwcFhMBgMosexxRKUgGtIhSade9z3OpSV\nPeImpiCcJFoCs7kNxcX8ogtixlPIyEsludbWnsH+/fFobb0KqzUJBQWhaGi4wJvo6qtFhtbwh0F0\nf255rDh7ZRXZCwuvgaaHoLDwBGpqqj3qOKkhb38l6Hbmh4Va+GPhSEAgheXLl0vmAHQnnpIC4Sl1\nkMMxciBlN/XMBXpumxAITwUudCnIAPBXHWdDqkq1FrDZijB37iAwBWN37arH+PETZCWJcqt7ayVQ\nIJSQ19jYiFtu+QcoKhNG43acOPGU2+4UN9HVF54MX3tIpK6vJllRi/eosvIUUlKuAxgPg+EgSkp6\nIC4uTtE1+KB1gm5XSubUev53pbHRGkSQQRxi70135SmAf04RnnJCqb3RimP88T56i65kiwlP+Q/d\nQpCBDaE4W3/EoDpjrncAsAPYgYiICIkk0Y6aSFFRUWCvO7UQKGhpaUFRUZErcZWNb745CorKBJAE\nisrE0aNH3MaN7XXxheiAr8QMfH19Ld6jmJhYTJlyECaTHZMnH0RMTIwmbevsBF09g8SgE+gJgcVT\n7PZoz1Ni4PLUt98ec/ud8BQ/tOIYYjf9CzLegQtd7xy5x9lWecTZKvFysb05FEW5yYeKnbNw4SbY\nbH1gNl/Btm1LRZXOOmRRTwEwwGYzayY7ySftym479/cxYwaiuHiSx/195TnytUdKzvXVelW08JZy\nr+GPOGMt5GMDGb72chM4QXaOxFFb2+ATnnJeW3p+K+EpdnukSkd4CzU7Rwy6Mk8B6uyNM6+sQ8pd\nLbS0m75AV7PFhKf8g261c8TE2VLUEBQWXkNNTbXb73K9XGxvzsKFm3jlQ/lgNBqxefMifPRRDDZv\nXuT66OXzENbWnpFd3VsNKioOuyn7HDlS7vY7U1AvP/8i9uy5F8XFk3jv7ytPhq89JL68vhbeUvY1\nfO2dBHzvAQ0E+NrLTUAgB77gqUWLtiIra5us+a2Ep9jtESsd4Ss0NFwETc8BcA3AHFy61MB7HOEp\nd1AU5SHlrhbEbvoXZLwDE7pcHFVVVYGiKBgMBtB0OoAEAOkAxAUahOCe2N5bdJHBBtcgtbS0CH6Q\nso2ixVIKi+UUK8ROvYFkSG706DHo338XADv699+FsWPHeRxrNBoRFRWN2NihggbaV6FafLLnWsqO\nBlKImZbSrmKLcfY9ampqfCrzSkBA4Imqqiq0traK8pRcCWb3OT0MRUXypbvl8hQbWn7Iy+1jdPQN\nmDSpAiEhoUhLqxC8J+Epd3SlOj++liQnINACulwcMYVOo6KifRBn2yi5yGDANUgVFeWyaiLl5NwH\nwCCoUCTXOLA9iStW7EJZ2SOwWq95hNRxj83OdqquCRloX3kyfB0vHigeGK0+OsR2h9zvUYJnnins\n1rtIBASdgZtvbsBzzxUjPf0AL08p2eFlz+mJE39Anz5OngoL2ylYcwhQxlNsSH3Iq+EpObtcchcP\nhKc60FVyV0jEA0GgQJc5RwZDFUym8ygpCUNUVLQm8ZrsuM+Wlhbs3fs1pk6dxhvvzD6HrRaWkzMf\n2dl5kuphYnHHztykLSgqikNaWiVycxcL9ovvOomJo3ljTpXEUvs6H6azFHH0FI+rRZyx1Dgy93A4\nHJg0qc0nce7dBYE+Nr6c0yTnSBgMVxUV9XDt3Iupw0nZQmZOUxQFs7kJra00jEYDSkv7idpzNTwl\nBm95KiYm1us51VV5ClBnb/SeKyQHvswd7g4I9LEJJJ7S5c4Ru0K3Vl4YtrdoxYpdeOSRUVixYpeH\n54LtLTMajcjJmY+8vAvIyZkvuxK3mJensvIUCgquobV1CAoKrqGyslKwzdzrREREukIOldyT2z9f\ne266ipfLG2jx3kqNI3MPsTBKgq4P4o3tTDi5KioqWqY6nPjcZOZ0VFQ0+vb9DEAo+vT5jHfniOEq\nAKp4SgzKeapEkzByBoSnPBEokRNiCLQxJ9AOgcZTOt05guaeHKaC+IABAzFlikFwV6ejYFeHB46t\n5gPIVxDi8/IUFhbgvvsGAxgP4CDy8s5j0qR0yet0KAulwmIpEQyDkPIs+ctb1hlerkD3qvBB7jjK\nOa4rjo9WCOSx8fWcJjtHwpDDVWrU6lpbW5GW1iq6a8xwldlsg8EQ1M4NynhKCEp4yl2ptdKl1ufN\nnOrKPAUEtr3xFlJj3p3HRgqBPDaBxlO63DkKCTmsqVeBkbmePXsg7rnnI0ycWMzruZCK3a6pqXFb\n+TY2NqK0tFhQ8Y5v3RkVFQVgJ4AyADvb/xaGp7JQgmgcudRaV0svnxxFpED2cukBcseRjHf3BfHG\ndh7kcBV3bgrZTbZn9Zln9sNiKRF8pmLiDVyeamlpEbTTQm1RwlNspdbiYrOkWICcXCbCU10XZMy7\nJwKNp3S5ODp5coDXSi9sg8iWwb50aR6efnqYKwSBfQ/uw4uPH+f2N023uQipqCgeCQn/wuzZAxAf\n/0+0tLS47immFjR8+I1ITx8Eo/EI0tMHIS5uuKx+REYOam8LPxkr2bKk6TZBsQixcfS83zakpl5D\nVtY2yS3SlpYW0YUkAQGBOgSSkmNXg1Ku4tpp9sKFveApLjbj5Zctgs/UnauqkJbGz1NWaxIyMze7\n2WmteSo6+gaYzTaYTPmYONEm+tFDeIqAoHsi0HhKl2F1VVVVCAnpyzt4chK6Orb5nUX53nsvA8nJ\nb6GhYQ7Cw3ciPn4QbDYLb+E7bqE19hYwAFfi66hRm1BenoWOsINz+Pvfa2C1piAp6RPY7TMFtw/l\nFnPjC/Oj6WaYTH08+i53y1KpcAP7/uyxqqw8hZSUqwCiAdSitDQMcXFxvM+JoijRArZaIZC3nP0B\nMj7CIGMjDBJWJwwhrhLiKa79TUjIh92eCIulCps2ZSoSUmDziNFo5OWphIQ9KC2dCWA8DIaDsFqD\n8dxzpbJ4SklIb1bWNhQVpSAtrRRbty4UDKvTG09xx9MfPAUQeyMGMjbCIGMjjG4RVsdIeYuFHQj9\nXl19GqdO/eBWlK++vs5VIPXjj+fCZrPwypzyFVpjbwGzV76vv74QwNcAPm7/r8HlrbPbZyA5uYB3\n+1BJMTdumF99fR2GDh3KS1R84g18njQlW5titRUcDgeAfAAXAOSDohyCz+nQoTLZtaUICAgIAgV8\nXCUlwc/ssiQkfInS0lAXT509Wyvbs8rlEQC8PPW3v80CsBfAx6DpvTh//rwsngLkhz85eSIVFJUE\nmy1VNKxOTzzFhVShdQICgu4DXS6OhPJqamvPoKgoCQ7HAFitSR4LG4aQnn66EDRtBrsoX2hoKCZM\nSEVc3HBBoyun0BpDGHFxwxEe3ghgMMLDGzFmzFj07r0TgB29e+djyxZ+klNSzE0JQbjXWXIKSfCR\nM9/WJjskgf3/Yvc3mUwA5gJIgsEwF0ajSfA5RUYOkl1bikAbkEJ7BAS+Bx9XifEUABgMQaDpaNB0\nMIBJYPOUsgWJMI8w14mJiUV4+BU4eeoKRo0aLYunlCBQeQpwt5Px8QmEpwgICADodHEklFcTGTkI\nffo4vUCM1DcDNlkcOjQFqalfuRXlY8ueCnnnlBj5urrzaGqaByAZV6/Ow4kTx3HlyiwAEWhsnIVL\nlxq8lnZVGqPpKd4gTpwM4SxatBWpqZVYuHATsrK2uchKbKxiYmIFC/Ryn1NMTCzKyh7B+vXfoqzs\nEZ+FKhA4EWiSmQQEgQo+rpLmKecuS3n5VEGekpqzcnlELU8pQaDyFNdOGo1GwlMEBAQAdLo4Ekpy\nras7j8ZGpxeoqWku6uvrXL9xyWL79odRUhKKrVsXAnCvhA2AlxCkvFUAn0BCh3hDWpodISEXYLHY\nBclKaVVyNcouShZg1dWnWSGI591Uj86erRW8v7MfC11jzP6d+5zOnq3FihW78POfj+atLUWgLZTs\nThIQEKgHH1dpxVNidpLLIwA05SkpdAWe4trJmppqwlMEBAQAdLo4UpNXw1ewlTGWSj8WGY0KPmUh\n5u/s7Dzk5Mx3kZOSwntC0q5i6kFKoMSTZzAYQNPpcIZ2zBKNQZfqBwPucwJAPtb9iECTzCQgCFTw\ncZXY/NOSpwAnV/mKp4Sg1c404SkCAgK9QvdqdVzVH8+iqMIFW9mLD0a9h08FiCkQO3r0GKxYsct1\njZdfNrsV4svLu4CMjIGaFrFiK+1IqQcB2quVMEpDHeN4H+rr67wuiiek8idHhUktiJJLB/iUpsj4\nCIOMjTCIWp0wGK4CwMtTXDsqpqwmxVNsLgQgyBu+4Ck25CrJaTmnuhJPAcTeiIGMjTDI2AhDa57S\n5eIoJOQwLJYS0QUP10Dn5V3AvHn9QFGDYDKdR0lJmCxZUrZ8Z9++O9DUdA9aW80ICTmE/fuDsXKl\nzWUsmfZoaTzZ/TAabQgL+wSXL88TlBL1xeQQk2yVI53u7T20AjEc4iDjIwwyNsIgiyNhOLmqGDTd\nBpvNzFsego3q6tNITb2qmKe4i6o1ayZi0qQ2OByJMJkOIDnZCrt9ss94ig25kte+cOR1BZ4CiL0R\nAxkbYZCxEUa3kPJmFIAqKsoFVX+4W+KjR98mmAQLCG+ts+U7f/opA2PHfuS6ZkxMrNu2v5KQBDWJ\ntcnJX6Op6V4wybL19XV+KUonNDZaJvaTqtgEBARdDQ5HAqzWFBQVxQqq07EhJtYACNtJbsidwRDk\n4g2LxY7331/sU55io67uvJuoA+EpAgKCrgZdLo4AO8LCduKWW0YKEgk3Xrmh4aJgEiwgTAJc+c68\nvF+6kQrXWMoxnkqqcrP7sX37w27JsuHh/TFu3DrMnj0Q48at83vVbm8S+/UsJe2Ptum5/wQEBFrB\njrCwj9Cnz0EILXjYEBNrAITtBtcZGBMT4+G4U8dTyhcV0dE3EJ7yA/TcNgKCrg6dLo6cHqkTJ46L\nEgmbAMTEGsRIIDQ01FUglgkPYEcaqjFQNTXV2LdvPCgqCQUF41FTUyN6PNMPrsfvm2+OdmpROqnE\nfqGx0bOUtD/apuf+ExAQaIkINDaOF+UpNtTylJB4AVs8SClPqV1UcNuiR56SMx56ttN6bhsBQXeA\nLhdHISEXYbHYER8/TpPictXVp0WL8jEFYo1Go6DqD2Og5BhdmqZhMBQCOAygEID8tC72gq+zi9KJ\nqQmJGW89S0lLtU0Lb52e+09AQKAdnFxVg7Q0bXhKSd2fDvu7DYsWbVXMU96oWuqZpwB5kuh6ttN6\nbhsBQXeALhdHTO0IqdhpoVoL3OJybW1tonHeDLgGqaKinFMHoUaW0Y2NHYr09B4wmc4gPV1aKUiI\nyPh2tfwNuTHwYvlgepCSFqr7wW6bVt46PfafgIBAe5w8OQC5uVnYunWh10VQ2XlEUnaDbX+t1hRY\nrXGKeUpp8VYh6I2n5C4s9Gin5fAUAQGB76HLxRG3dgQ7zI1J/GxsbBQkAK7RCwoKkhX2wD2Pu3NF\n022yjK7RaERubhZKSuKQm5vlVdw3s6ult2rdUrU8tCBdrcAeY27dD7GigGq9dXrrPwEBgW/AcJVQ\n7TolOzfcPCIxu8E+12IphcVSqZinAO0ECPTEU3IXPXqz03J5ioCAwPfQpZQ3ANTVXfGQL12/fg6S\nk9/ild3m1lpQUr+AWz+CLeXp6zoIcmtGMNCTlKO/ZE/lQmhs5I6xVJ2RQIee3h29gYyNMIiUtzi4\n741YLSMulNhQoZp/DDd1Rr0eMXTmnNIbN3HBNzZKvwW6KogtFgYZG2F0Sp2jvXv3Yu3atXA4HBg5\nciReeuklhIWFyTrm2rVreOGFF3DkyBEAQHx8PP7whz8gJCRE9J51dVc8jMW6dRV4+OGxAJIA2DFu\n3BZ8++0SWQSgpiifkuuohdIPcjI5hCE0NkrGWO+k6g3IuyMMMjbCIIsjcfjjI7ezeUoNyJwSBt/Y\ndHXnnFyQ90YYZGyE4fc6RxcvXsSqVauwbt06fPLJJ4iJicErr7wi+5g33ngDbW1t2L17N3bt2oWW\nlha89dZbshrH3R4fOXIUgB0A7AB24PXXlcd5Mx43JuRBaYK+WBiCmmR+X23tExnQDigZY1LngoCA\nwBtolcuihKe4dYYCxY4RnuqA3sL8CAi6MyQXR0VFRYiPj0dsrNPzlZWVhd27d8s+JiUlBY899hgA\nwGAwYNSoUThz5oysxnGNxU033Yz09EEwGiuQnj4IN910k2wCEMpV0ipB35tkfq2JjMiAeiJQPhYC\nCeTDhoDAE9585DJziquUKsZTLS0tnVpnSC0IT3mC8BQBgT4gOQNra2sRFRXl+jsqKgpNTU1oampy\nhdaJHWOxWFz//uOPP2LDhg3405/+JL+B7caCwbZtSxWHCzDk4cxV+iuam5e3e+CA+vo6bN26oP2a\nYgn6zphuofCI2tozKCpKAkV1yIV3VrywknYTEKiBe5jP+8TTSUDAApe35IA9p5KS3obdPlMWT1VU\nHGbVGQKOHCnHhAmpovdh5y51FghPERAQ6BWSO0dCKUnBwcGKjjl69CiWLl2K7OxsTJkyRWk7XVDj\nWWGTx08/LcaYMZ97eOD4+qAkPCIycpAsuXB/QI8Spb5AZ+9cdPb9OxOkDgcBgbZgzym7fQaSkwtk\n8ZSSOkN62q0hPNU97k9AEJCgJbBz5076sccec/1dU1NDp6SkKDpmz549dEpKCp2fny91O5+gubmZ\nHjDg/2igjB4w4P/oK1eu0FVVVbTD4aAdDgc9Y8Y7tMl0iJ4x4x3a4XC4netwOFzHiqGyspI2mew0\nQNMhIXa6qqrKl12ShNx2Byq4z625uZmurKz0W3+l3puuDqb/ISHds/8EBFqDO6eam5tl81RzczNt\ntVrp5uZm0Xs4eepQO08dIjzlY3Q2T3T2/QkIAhWSanUXLzB/QPsAABM9SURBVF7EnDlzsGXLFgwd\nOhRr165FfX09Vq9eLeuYTz/9FH/84x/x9ttv47bbbpO9aGMUObQKAWhpacGRI+UYO3acWy0Gb5SF\nuBLg/lCaIWolTnCfW2Lip7DbZ8JiKfFLiFcgyq5q/e7oQRFLK5B5JQyiVicOf8ypQOMpgMwpQPi5\n+WtsCE91LZCxEYbf1eoGDBiA1atX48knn8SsWbNw4sQJPPfcczh69CgyMjJEjwGA1157DQDwu9/9\nDvPmzUNGRgZefPFFWY3TMgTAaDTyfsSp3drntg1Al1Sa0euWPPu5JSbuQ1nZdDgcCX4L8eouISFi\nIMnDBATaQmhOEZ4SRyDwVGfwRGffn4AgUKHrIrBKvR5Cu0xSNSLUeMA7yyPjT8+B0toa/gbz3CIi\nIpGdnQebLRVms392jtj3D5SdE+J1EgYZG2GQnSNx+NMeBwpPAf6bU4HCU+zn5m8eJzzVNUDGRhh+\n3znqDFRVVYGiKEVeD7FdJqnkcTW1i7qDR0bvSffMcwsNDcXWrQtw8uQAvxIj2TkhIOjeYLjKHyA8\nxY9A4anO4onOvj8BQSBCl4ujm29uUBwCIGYgtQpJYBOPVC0LvW7zK0EgEavRaMTQoUMJARAQEPgN\nDFd1pp0nPBU4PEVAQBAY0GVYncEAVUmnYomm/gxJ8OU2v7+3VQNpS55sOYuDjI8wyNgIg4TVCUMN\nV2kNPfIUQELHxEDsjTDI2AiDjI0wukVYXUjIYcUeIK6HDICbR0zN1rJSjxTjhauuPq3rbX4lIFvy\nBAQEBPxQw1VsaLFzQ3iK8BQBAYG20KUlOXlyAEwm5V4sxkC6e8TeV+0RYxZcfFXJuXC/ZwnM5jYU\nF6OdrBYovjcBAQEBgb6hlqsALmcQniIgICDQC3S5OPI20s89/wg4e7ZWdcgDs+BSes99+4ALFy4g\nPn4+8WYREBAQdEF4w1WEpwgICAj0CV2G1Xmb5NoZCZru9yzBb35jQ0bGQGRn5wV0sisBAQEBAT+8\n4SrCUwQEBAT6RJcRZOCiMxI0mXs6HA5MmtTmk9oSJCFPGGRsxEHGRxhkbIRBBBmE4S1XdVWeAsic\nEgMZG2GQsREGGRthEEEGmfBVgqZYAi1zz9jYoURalICAgKCLw1uuIjxFQEBAoD/oMsjYmyRXX0Ju\nAq2SBFkCAgICgsCEHrmK8BTB/2/v3mKjqvo3jj9Dh9JEqS8q7UzTgxdGIiKUkGA5pAVqAqVQS4vA\niBFjRC9AAooEJI3FA4kNaESIxAN6gfaAyEmBGCkUhRIuFBAwEpW0GGfaGuTQCdjudr0X/Om/fWW3\nndKZ6XS+n7vOrNG1ftndD7/uNXsDuD198spRX32YZyBP4ubWogDQv/XFrCKnAOD29MnmqK/iSdwA\ngL6MnAKA28OfiwLANgQAQF9GTgHA7eGsGaDuPk8CAIBwIKcAoOfYVgcAAAAAojkCAAAAAEk0RwAA\nAAAgieYIAAAAACTRHAEAAACAJJqjf7EsSxcu1MqyrHBPBQCAWyKrACA4aI7asSxLHk+FMjKa5PFU\nEDoAgD6HrAKA4KE5asfr/VNHj45Vc/NoVVePlc/nDfeUAADogKwCgOChOWrH7U7S+PHHFRv7o8aN\nOy6Xyx3Q59nmAAAIttvJKnIKADpHc9SO0+lUaekcHTs2SKWlc+R0Orv9WbY5AABCoadZRU4BQNdo\njv6H0+lUcnJKQI2RxDYHAEDo9CSryCkA6BrNUS+53S15AAAEEzkFAF0L7PIIbN3c5uDzeeVyBbYl\nDwCAYCOnAKBrnBl70c1tDgAA9EXkFAB0jm11QAhwhygAAIC+j+YICDLuEAUAABAZaI6AIOMOUQAA\nAJEh4pojtich0nCHKAAAgMgQUc0R25MQiW7n4cIAAAAInYhqjtiehEjV04cLAwAAIHS61RwdOnRI\neXl5ysnJ0dKlS+X3+wMe4/V6lZmZqUuXLvV4smxPAgAAABAsXTZHFy9e1CuvvKJNmzZp3759Sk5O\n1rp16wIas3PnTs2fP18NDQ23NVm2JwEAAAAIli6boyNHjmjkyJFKSbnx0DiPx6M9e/Z0e0x9fb0q\nKyv14Ycf9sqE2Z4EAAAAIBi67DC8Xq9cLlfbzy6XS36/X36/X3fccUeXYxISErRhwwZJkjGmt+cP\nAAAAAL2iyytHdg1NTExMQGMAAAAAoC/r8sqR2+3WyZMn2372+XyKj49XXFxcQGMCNXTo4B5/tr+j\nNvaoTeeojz1qg57guLFHbexRG3vUxh61CY0um6OJEyeqpKREtbW1Sk1NVXl5ubKzswMeE6iGhqu3\n9fn+aujQwdTGBrXpHPWxR23sEcad47i5NX6n7FEbe9TGHrWx19s51WVzdPfdd2vt2rV64YUXZFmW\nUlJSVFJSotOnT6uoqEg7duywHfO/HA5Hr04eAAAAAHqLw/TRuyTQHd8afzmwR206R33sURt7XDnq\nHMfNrfE7ZY/a2KM29qiNvd7OqW49BBYAAAAA+juaIwAAAAAQzRECYFmWLlyolWVZ4Z4KAAAA0Oto\njtAtlmXJ46lQRkaTPJ4KGiQAAAD0OzRH6Bav908dPTpWzc2jVV09Vj6fN9xTAgAAAHoVzRG6xe1O\n0vjxxxUb+6PGjTsul8sd7ikBAAAAvarL5xwBkuR0OlVaOkc+n1cu1xw5nRw6AAAA6F/4Fy66zel0\nKjk5JdzTAAAAAIKCbXUAAAAAIJojAAAAAJBEcwQAAAAAkmiOAAAAAEASzREAAAAASKI5AgAAAABJ\nNEcAAAAAIInmCAAAAAAk0RwBAAAAgCSaIwAAAACQRHMEAAAAAJJojgAAAABAEs0RAAAAAEiiOQIA\nAAAASTRHAAAAACCJ5ggAAAAAJNEcAQAAAICkCG+OLMvShQu1siwr3FMBAAAAEOEitjmyLEseT4Uy\nMprk8VTQIAEAAAC4LRHbHHm9f+ro0bFqbh6t6uqx8vm84Z4SAAAAgAgWsc2R252k8eOPKzb2R40b\nd1wulzvcUwIAAAAQwZzhnkBPOZ1OlZbOkc/nlcs1R05nxC6lA8uy5PX+Kbc7qd+sCQDQf5BTAPqz\niL1yJN1okJKTU0J6cg7mTSD4HhUAoC8jpwD0dxHdHIVasEOB71EBAPoycgpAf0dzFIBgh0Jf+B5V\nNN4evf2ao3H9ANBdfSGnohHZBIQOzVEAgh0KN79HdezYIJWWhv57VNG4XaL9mufNK5XHUx5V6weA\nQIQ7p6JRNGYzEE6c1QIQiptA3PweVTh0vDIm+XzesM0lVDqu+U8Z45ZlRc/6ASBQ4cypaBSN2QyE\nU7euHB06dEh5eXnKycnR0qVL5ff7uz2mtbVVb775pnJycjR16lSVlZX17gpCLBw3gQiVaNwu0XHN\nNZowIbrWDwDo26Ixm4FwchhjTGcDLl68qBkzZqi8vFwpKSlat26d/H6/Xn311W6N+eyzz3T48GFt\n3rxZV69e1dy5c1VSUqKHH36404k1NFztnRX2M0OHDg5qbSzL+r8rY+6IawB7Wpv2a5YUsevvSrCP\nnUhGbewNHTo43FPo0zhubo3fKXs9qU0kZ3MgOG7sURt7vZ1TXV45OnLkiEaOHKmUlBuXcD0ej/bs\n2dPlmK+++kqSdODAARUUFMjhcCg+Pl65ubnavXt3ry4Cvac/Xxmz037N0bh+AEDfRjYBodNlc+T1\neuVyudp+drlc8vv9HbbW3WpMY2Oj/H6/vF6v3O7/vwScmJiourq63po/EDaB3D2IOw0BAAD0fV02\nR3a77mJiYro1prW19d//0wHcJA+RLZC7B3GnIQAAgMjQ5fVZt9utkydPtv3s8/kUHx+vuLi4bo1J\nSkpSfX1923t1dXUdrjLZYZ+7PWpjL1S1qamp0dGjj6i5OV3V1Q41N1+V251622ODjWPHHrVBT3Dc\n2KM29qiNPWpjj9qERpeXcCZOnKhTp06ptrZWklReXq7s7Oxuj8nOztb27dvV0tKiK1euaO/evXr0\n0Ud7ex1ASKWlpampKV3GSP/8k67UVPtmJ5CxAAAACJ8u71YnSYcPH9b69etlWZZSUlJUUlKi2tpa\nFRUVaceOHbZj4uPj1dLSopKSEh05ckTNzc3yeDx6+umng70uAAAAAAhIt5ojAAAAAOjvuDMCAAAA\nAIjmCAAAAAAk0RwBAAAAgKQQN0erVq3SJ598IklqbW1VcXGxcnNzNWPGDJWUlLSNq6mp0fz585Wb\nm6s5c+bo999/b3vviy++0PTp0zV16lStWbNGLS0toVxC0HS3NqdOnZLH41F+fr7y8vK0e/futvf6\na22k7tfnpgsXLuiRRx7RmTNn2l7rr/Xpbm0uX76s5cuXa9asWZo+fbp27drV9l601+a3337TE088\nofz8fBUUFOj7779ve6+/1mblypVttbl8+bKWLVumadOmqaCgQFu3bm0bx/mYrGqPrLJHTtkjp+yR\nU/bCllMmBH799Vfz1FNPmfT0dLNlyxZjjDFffvmlWbBggTHGGMuyTGFhodm/f78xxpjZs2ebr7/+\n2hhjTFVVlcnNzTXGGPPLL7+YrKws8/fffxtjjHnxxRfNRx99FIolBE2gtZk0aZKprq42xhjj8/nM\nuHHjTE1NjTl37ly/q40xgdfHGGP++ecfM2/ePDN69Ghz+vRpYwzHjjHGPP/882b9+vXGmBvHztix\nY43P56M2xpgnn3zSbN++3RhjzNmzZ82YMWNMS0tL1NRmxYoVZvXq1cYYY5qamszChQvNoUOHjDGc\nj8mqG8gqe+SUPXLKHjllL9w5FZIrR59//rkKCws1bdq0ttdaWlp07do1Xb9+XdevX1dzc7Pi4uJU\nV1en8+fPa/r06ZKkzMxMXbt2TT///LMqKyuVnZ2t//znP5KkuXPndvirQiTqbm0GDRqkpqYmLV68\nWBkZGZKkxMREDRkyRD6fTwcOHOh3tZECq89Na9asUUFBgYYMGdL2WjQfO3Fxcbp8+bKOHTumRYsW\nSbpx7FRUVOiuu+6K+tpIkjFGV65ckSQ1Nja2vR4ttTl79qwee+wxSdLAgQOVlZWl/fv3cz4WWXUT\nWWWPnLJHTtkjp+yFO6dC0hwVFRUpLy+vw2sFBQUaPHiwMjMzlZmZqbS0NGVlZcnn8ykhIaHD2MTE\nRPl8Pnm9XrlcrrbXXS6X6urqQrGEoOlubSZNmqTY2FgVFha2jSsvL9e1a9eUnp7eL2sjBVYfSdq2\nbZtaW1v1+OOPy7S7S31/rE8gv1c1NTW69957tWXLFnk8Hs2ePVtnzpxRXFxc1Nfm5vjNmzcrKytL\nzzzzjIqLizVgwICoqc3IkSO1a9cuWZYlv9+vb775Rg0NDZyPRVbdRFbZI6fskVP2yCl74c6psN2Q\n4b333tM999yj6upqVVVV6dKlS/r000/V2tp6y/EDBgzocBK5KSYmJthTDTm72rT3wQcfaOPGjdq8\nebNiY2OjpjaSfX3Onj2rsrIyFRcX/+sz0VIfu9pYlqU//vhD8fHxKi0t1dtvv621a9fqzJkzUV+b\npqYmLVu2TG+99Zaqqqq0detWFRUVqa6uLmpqs3LlSjkcDs2aNUtLlizRhAkTNHDgQM7HIqs6Q1bZ\nI6fskVP2yCl7ocypsDVH3377rQoLCxUTE6M777xTs2bN0rFjx5SUlKSGhoYOY+vq6uRyueR2uzu8\nd/P1/sauNpLU1NSkl156SXv37lVFRYUeeOABSYqa2kj29dm1a5f8fr/mzZun/Px81dfXa/ny5Tp4\n8GDU1MeuNgkJCXI4HMrPz5ckpaamasyYMfrpp5+UlJSk+vr6tv9GtNXm3Llzun79ettf50aNGqX7\n779fJ0+elNvtjoraNDY26uWXX9aePXv08ccfy+FwKC0tjfOxyKrOkFX2yCl75JQ9cspeKHMqbM3R\n8OHDtW/fPklSc3OzKisrNXr0aCUmJio1NVV79+6VJH333XeKiYnRsGHDNGXKFFVWVurixYsyxqi8\nvFzZ2dnhWkLQ2NVGkpYsWSK/36+ysjK53e62z0RLbaRb1yc9PV2rVq3S/v37tWPHDu3cuVMJCQla\nv369Jk+eHDX1sTt2kpOTNXz4cO3cuVOS9Ndff+nEiRMaMWKEJk+erIMHD0ZtbdLS0tTY2KgTJ05I\nkmpra3X+/Hk9+OCDmjJlSlTUpqysTO+++66kG8fGtm3bNHPmTM7HIqs6Q1bZI6fskVP2yCl7ocwp\nZ1BX0olVq1bp9ddfV05OjpxOpzIyMvTss89Kkt555x2tXr1a77//vgYNGqQNGzZIkoYNG6ZFixZp\nwYIFsixLo0aN0sKFC8O1hKCxq80PP/ygqqoq3XfffZo3b54kyeFwaPny5ZowYUJU1Ea6dX1utVaH\nw9F2STXajx1J2rRpk4qLi1VaWipjjBYvXqwRI0ZIUlTXJiYmRhs3btQbb7yhpqYmOZ1Ovfbaa0pJ\nSZEUHbV57rnntGLFCs2cOVPSjX/YPvTQQ5I4H5NV9sgqe+SUPXLKHjllL5Q55TC32pAHAAAAAFEm\nbNvqAAAAAKAvoTkCAAAAANEcAQAAAIAkmiMAAAAAkERzBAAAAACSaI4AAAAAQBLNEQAAAABIojkC\nAAAAAEnSfwHbwEd+LyZxXgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109c77710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, sharey=True, figsize = (14, 7))\n",
    "ax1.set_ylim(0, 0.09)\n",
    "ax1.set_xlim(1800, 1900)\n",
    "ax1.scatter(all_x, all_y, s = 9, marker = 'o')\n",
    "trend_x, trend_y = subspace_trend(all_x, all_y)\n",
    "ax1.plot(trend_x, trend_y,\"k\", linewidth = 2)\n",
    "ax1.set_title('Full title subset, dated by latestcomp')\n",
    "\n",
    "ax2.scatter(clean_x, clean_y, s = 9, marker = 'o')\n",
    "trend2_x, trend2_y = subspace_trend(clean_x, clean_y)\n",
    "ax2.plot(trend2_x, trend2_y, \"k\", linewidth = 2)\n",
    "ax2.set_xlim(1800, 1900)\n",
    "ax2.set_title('Only adult fiction, dated by firstpub')\n",
    "plt.savefig('../manuallists/figures/stanford/sidebyside.png', dpi = 400, bbox_inches = 'tight')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1.0, 0.0)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([ -1.15900969e-04,  -1.14868290e-04,  -1.13835611e-04,\n",
       "        -1.12802932e-04,  -1.11770253e-04,  -1.10737574e-04,\n",
       "        -1.09704895e-04,  -1.08672217e-04,  -1.07639538e-04,\n",
       "        -1.06606859e-04,  -1.05574180e-04,  -1.04541501e-04,\n",
       "        -1.03508822e-04,  -1.02476143e-04,  -1.01443464e-04,\n",
       "        -1.00410785e-04,  -9.93781064e-05,  -9.83454275e-05,\n",
       "        -9.73127486e-05,  -9.62800696e-05,  -9.52473907e-05,\n",
       "        -9.42147118e-05,  -9.31820329e-05,  -9.21493540e-05,\n",
       "        -9.11166751e-05,  -9.00839962e-05,  -8.90513173e-05,\n",
       "        -8.80186383e-05,  -8.69859594e-05,  -8.59532805e-05,\n",
       "        -8.49206016e-05,  -8.38879227e-05,  -8.28552438e-05,\n",
       "        -8.18225649e-05,  -8.07898860e-05,  -7.97572070e-05,\n",
       "        -7.87245281e-05,  -7.76918492e-05,  -7.66591703e-05,\n",
       "        -7.56264914e-05,  -7.45938125e-05,  -7.35611336e-05,\n",
       "        -7.25284547e-05,  -7.14957758e-05,  -7.04630968e-05,\n",
       "        -6.94304179e-05,  -6.83977390e-05,  -6.73650601e-05,\n",
       "        -6.63323812e-05,  -6.52997023e-05,  -6.42670234e-05,\n",
       "        -6.32343445e-05,  -6.22016655e-05,  -6.11689866e-05,\n",
       "        -6.01363077e-05,  -5.91036288e-05,  -5.80709499e-05,\n",
       "        -5.70382710e-05,  -5.60055921e-05,  -5.49729132e-05,\n",
       "        -5.39402342e-05,  -5.29075553e-05,  -5.18748764e-05,\n",
       "        -5.08421975e-05,  -4.98095186e-05,  -4.87768397e-05,\n",
       "        -4.77441608e-05,  -4.67114819e-05,  -4.56788029e-05,\n",
       "        -4.46461240e-05,  -4.36134451e-05,  -4.25807662e-05,\n",
       "        -4.15480873e-05,  -4.05154084e-05,  -3.94827295e-05,\n",
       "        -3.84500506e-05,  -3.74173717e-05,  -3.63846927e-05,\n",
       "        -3.53520138e-05,  -3.43193349e-05,  -3.32866560e-05,\n",
       "        -3.22539771e-05,  -3.12212982e-05,  -3.01886193e-05,\n",
       "        -2.91559404e-05,  -2.81232614e-05,  -2.70905825e-05,\n",
       "        -2.60579036e-05,  -2.50252247e-05,  -2.39925458e-05,\n",
       "        -2.29598669e-05,  -2.19271880e-05,  -2.08945091e-05,\n",
       "        -1.98618301e-05,  -1.88291512e-05,  -1.77964723e-05,\n",
       "        -1.67637934e-05,  -1.57311145e-05,  -1.46984356e-05,\n",
       "        -1.36657567e-05,  -1.26330778e-05])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(pearsonr(trend_y, trend2_y))\n",
    "trend_y - trend2_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def stanfordtrend(stanfile, metafile, categories2include):\n",
    "    x = []\n",
    "    y = []\n",
    "    stanpath = '../data/' + stanfile\n",
    "    stan = pd.read_csv(stanpath, sep = '\\t', index_col = 'docid')\n",
    "    stan['ratio'] = (stan.stanfordwords / stan.allwords)\n",
    "    metapath = '../manuallists/' + metafile\n",
    "    meta = pd.read_csv(metapath, sep = '\\t', index_col = 'docid')\n",
    "    meta = meta[~meta.index.duplicated(keep='first')]\n",
    "    stan = stan[~stan.index.duplicated(keep='first')]\n",
    "    with warnings.catch_warnings():\n",
    "        warnings.simplefilter(\"ignore\")\n",
    "        aligned = pd.concat([meta.firstpub, meta['category'], stan.ratio], axis = 1)\n",
    "    aligned.dropna(subset = ['ratio'], inplace = True)\n",
    "    aligned = aligned.loc[aligned['category'].isin(categories2include), : ]\n",
    "    for year in range(1800, 2007):\n",
    "        df = aligned.loc[(aligned.firstpub >= year - 1) & \n",
    "                         (aligned.firstpub <= year + 1), : ]\n",
    "        y.append(np.mean(df.ratio))\n",
    "        x.append(year)\n",
    "        \n",
    "    return x, y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "clean_x_trend, clean_y_trend = stanfordtrend('newmanualtitlestanford.tsv', 'manual_title_subset.tsv', {'longfiction', 'shortfiction'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "g_x, g_y = stanfordtrend('newgenderbalancedstanford.tsv', \n",
    "                         'gender_balanced_subset.tsv', {'longfiction', 'shortfiction'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### additional function for the different \"popular\" case\n",
    "\n",
    "The popular metadata is in a different folder, and also lacks a category column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def stanfordtrend2(stanfile, metafile):\n",
    "    x = []\n",
    "    y = []\n",
    "    stanpath = '../data/' + stanfile\n",
    "    stan = pd.read_csv(stanpath, sep = '\\t', index_col = 'docid')\n",
    "    stan['ratio'] = (stan.stanfordwords / stan.allwords)\n",
    "    metapath = metafile\n",
    "    meta = pd.read_csv(metapath, sep = '\\t', index_col = 'docid')\n",
    "    meta = meta[~meta.index.duplicated(keep='first')]\n",
    "    stan = stan[~stan.index.duplicated(keep='first')]\n",
    "    with warnings.catch_warnings():\n",
    "        warnings.simplefilter(\"ignore\")\n",
    "        aligned = pd.concat([meta.latestcomp, stan.ratio], axis = 1)\n",
    "        \n",
    "    aligned.dropna(subset = ['ratio'], inplace = True)\n",
    "\n",
    "    for year in range(1800, 2007):\n",
    "        df = aligned.loc[(aligned.latestcomp >= year - 1) & \n",
    "                         (aligned.latestcomp <= year + 1), : ]\n",
    "        y.append(np.mean(df.ratio))\n",
    "        x.append(year)\n",
    "        \n",
    "    return x, y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "p_x, p_y = stanfordtrend2('newpopularstanford.tsv', 'most_popular_subset.tsv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IgiAIwmsgo1A8nZj4fENZETgLj+XWrSC+/fYbfHy60KRJs4pujiAIgiAIr4GH85sBkpOf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Tab+vMLC3Pw/vvZNGtmx91dYfjwvCC6Y0f1GEh9sxDi5pHAWQhRJbZs0bF2rR6bTcMbb5goR3nt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\n/yQf7l5KiH8If7q4l+l7ExEREZHazWIYZe2fV7ucXevyfxuf5dmfnuaS+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x0dzYABA1ix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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106ae90f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (12, 8))\n",
    "plt.plot(clean_x_trend, clean_y_trend, 'k--', linewidth = 2, label = 'manually corrected')\n",
    "plt.plot(g_x, g_y, color = 'green', label = 'gender-balanced')\n",
    "plt.plot(p_x, p_y, 'b-', linewidth = 2.25, label = 'frequently reprinted')\n",
    "plt.ylim(0.001, 0.09)\n",
    "plt.xlim(1800, 2010)\n",
    "plt.legend(loc='upper left')\n",
    "sns.set(font_scale=1.4)\n",
    "plt.savefig('../manuallists/figures/stanford/comparativetrends.png', dpi = 400, bbox_inches = 'tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### It looks like the frequently-reprinted books are consistently ahead of trend in the 19c\n",
    "\n",
    "Is that significant?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0477397174662 0.0439773515756\n"
     ]
    }
   ],
   "source": [
    "print(np.mean(p_y[0:100]), np.mean(clean_y_trend[0:100]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import ttest_ind"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_indResult(statistic=2.6774361226382339, pvalue=0.008041385080274209)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ttest_ind(p_y[0:100], clean_y_trend[0:100])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#### yep, it's significant"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
